ESP32 now publishes on broker

This commit is contained in:
2025-12-27 17:45:08 +01:00
parent 0ec10f765d
commit 19ad13843c
217 changed files with 5166 additions and 26 deletions

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task: pose
mode: train
model: models/yolo11n-pose.pt
data: ./datasets/corners/data.yaml
epochs: 150
time: null
patience: 20
batch: 12
imgsz: 640
save: true
save_period: 25
cache: false
device: '0'
workers: 8
project: result
name: corners-training
exist_ok: true
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: false
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
compile: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
conf: null
iou: 0.7
max_det: 300
half: false
dnn: false
plots: true
source: null
vid_stride: 1
stream_buffer: false
visualize: false
augment: false
agnostic_nms: false
classes: null
retina_masks: false
embed: null
show: false
save_frames: false
save_txt: false
save_conf: false
save_crop: false
show_labels: true
show_conf: true
show_boxes: true
line_width: null
format: torchscript
keras: false
optimize: false
int8: false
dynamic: false
simplify: true
opset: null
workspace: null
nms: false
lr0: 0.01
lrf: 0.01
momentum: 0.937
weight_decay: 0.0005
warmup_epochs: 3.0
warmup_momentum: 0.8
warmup_bias_lr: 0.1
box: 7.5
cls: 0.5
dfl: 1.5
pose: 12.0
kobj: 1.0
nbs: 64
hsv_h: 0.015
hsv_s: 0.7
hsv_v: 0.4
degrees: 0.0
translate: 0.1
scale: 0.5
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.5
bgr: 0.0
mosaic: 1.0
mixup: 0.0
cutmix: 0.0
copy_paste: 0.0
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
cfg: null
tracker: botsort.yaml
save_dir: C:\Users\Laurent\Desktop\board-mate\rpi\training\result\corners-training

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@@ -0,0 +1,123 @@
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60,2318.97,0.23292,0.25173,0.09804,0.17627,0.94668,0.99981,1,0.995,0.97242,0.97951,0.9797,0.98016,0.94961,0.27568,0.35899,0.0853,0.1925,0.70429,0.0012212,0.0012212,0.0012212
61,2356.26,0.22807,0.24696,0.10027,0.17422,0.94721,0.99983,1,0.995,0.9662,0.97953,0.9797,0.97445,0.93525,0.23848,0.40063,0.07996,0.16476,0.66578,0.001208,0.001208,0.001208
62,2392.87,0.22747,0.2581,0.10249,0.17503,0.95321,0.9996,1,0.995,0.97074,0.9793,0.9797,0.97513,0.94557,0.26975,0.39598,0.05737,0.15921,0.68649,0.0011948,0.0011948,0.0011948
63,2428.91,0.22766,0.24132,0.09611,0.17477,0.94303,0.99971,1,0.995,0.96235,0.97941,0.9797,0.97348,0.93612,0.2428,0.35819,0.039,0.15311,0.66118,0.0011816,0.0011816,0.0011816
64,2465.95,0.22517,0.21765,0.09105,0.17103,0.94599,0.9998,1,0.995,0.96668,0.98457,0.98477,0.9841,0.94901,0.2771,0.36874,0.06648,0.15681,0.67964,0.0011684,0.0011684,0.0011684
65,2503.83,0.22064,0.21802,0.09219,0.1702,0.9411,0.99979,1,0.995,0.97612,0.96442,0.96447,0.96162,0.91155,0.24653,0.68639,0.14368,0.18795,0.66392,0.0011552,0.0011552,0.0011552
66,2541.56,0.22615,0.23008,0.09458,0.17335,0.94477,0.99964,1,0.995,0.9735,0.98188,0.98223,0.98454,0.91693,0.29998,0.56021,0.03456,0.16208,0.7394,0.001142,0.001142,0.001142
67,2579.34,0.21895,0.22134,0.09177,0.17007,0.9393,0.9998,1,0.995,0.96791,0.98965,0.98985,0.98513,0.95475,0.29002,0.41934,0.04548,0.19376,0.70637,0.0011288,0.0011288,0.0011288
68,2615.21,0.21973,0.1919,0.08678,0.1709,0.93963,0.99978,1,0.995,0.96724,0.98202,0.98223,0.98349,0.90306,0.26922,0.61318,0.10111,0.20667,0.69965,0.0011156,0.0011156,0.0011156
69,2650.96,0.2166,0.22402,0.0907,0.16562,0.93782,0.99982,1,0.995,0.97324,0.97191,0.97208,0.98134,0.94279,0.28298,0.46992,0.04373,0.21881,0.71916,0.0011024,0.0011024,0.0011024
70,2686.79,0.21906,0.20668,0.08299,0.16491,0.93901,0.99965,1,0.995,0.96212,0.98442,0.98477,0.98336,0.96374,0.26579,0.35204,0.08746,0.16889,0.68702,0.0010892,0.0010892,0.0010892
71,2724.45,0.21016,0.19774,0.08291,0.1634,0.93385,0.9997,1,0.995,0.96475,0.98198,0.98223,0.98332,0.94531,0.27078,0.51252,0.04689,0.18894,0.70118,0.001076,0.001076,0.001076
72,2760.19,0.2149,0.20865,0.08638,0.16158,0.9367,0.99985,1,0.995,0.97249,0.98722,0.98731,0.99049,0.97898,0.28486,0.2826,0.03408,0.18064,0.71769,0.0010628,0.0010628,0.0010628
73,2795.77,0.21372,0.18585,0.07757,0.16098,0.93502,0.99985,1,0.995,0.96926,0.98463,0.98477,0.98439,0.96686,0.23842,0.32887,0.03542,0.16675,0.67708,0.0010496,0.0010496,0.0010496
74,2832.16,0.21219,0.19808,0.08108,0.16174,0.93811,0.99981,1,0.995,0.97396,0.98204,0.98223,0.98686,0.96267,0.25053,0.38738,0.04021,0.16226,0.66394,0.0010364,0.0010364,0.0010364
75,2884.25,0.21154,0.17501,0.07794,0.16458,0.93535,0.99984,1,0.995,0.96454,0.98212,0.98223,0.98262,0.94393,0.26803,0.44257,0.0566,0.1929,0.70009,0.0010232,0.0010232,0.0010232
76,2944.97,0.21228,0.19711,0.08138,0.16737,0.93377,0.99983,1,0.995,0.96646,0.98715,0.98731,0.98447,0.92461,0.24225,0.41607,0.0348,0.16097,0.67341,0.00101,0.00101,0.00101
77,3008.25,0.2151,0.1833,0.07709,0.16469,0.9407,0.99973,1,0.995,0.96418,0.98196,0.98223,0.98366,0.93001,0.2628,0.46921,0.09878,0.17788,0.70491,0.0009968,0.0009968,0.0009968
78,3049.31,0.21425,0.18755,0.07687,0.1605,0.93539,0.99822,1,0.995,0.96739,0.98056,0.98223,0.98358,0.90628,0.26047,0.53634,0.05729,0.17455,0.68519,0.0009836,0.0009836,0.0009836
79,3087.06,0.20793,0.1773,0.0746,0.16126,0.9352,0.99975,1,0.995,0.96655,0.98199,0.98223,0.98287,0.91938,0.29016,0.47211,0.05869,0.18346,0.7069,0.0009704,0.0009704,0.0009704
80,3124.02,0.20848,0.17801,0.0768,0.16115,0.93479,0.99979,1,0.995,0.96672,0.9715,0.96701,0.97093,0.96037,0.28392,0.54634,0.09783,0.17891,0.71633,0.0009572,0.0009572,0.0009572
81,3160.53,0.2073,0.16688,0.07229,0.15915,0.93552,0.99956,1,0.995,0.96926,0.97164,0.97208,0.97233,0.91555,0.26665,0.54827,0.0452,0.18538,0.69744,0.000944,0.000944,0.000944
82,3197.02,0.2093,0.16428,0.06873,0.15987,0.93266,0.99981,1,0.995,0.97185,0.98458,0.98477,0.98373,0.95155,0.24957,0.33346,0.0599,0.14366,0.66852,0.0009308,0.0009308,0.0009308
83,3233.19,0.20772,0.15941,0.07021,0.16025,0.93347,0.99975,1,0.995,0.96732,0.96675,0.96701,0.96219,0.9355,0.27792,0.42357,0.03927,0.16484,0.70684,0.0009176,0.0009176,0.0009176
84,3269.31,0.20127,0.16847,0.06499,0.15542,0.93088,0.99971,1,0.995,0.96479,0.97434,0.97462,0.9718,0.951,0.25128,0.35881,0.03472,0.16965,0.67475,0.0009044,0.0009044,0.0009044
85,3305.8,0.20216,0.15587,0.06895,0.15625,0.9334,0.99963,1,0.995,0.96885,0.97172,0.97208,0.97419,0.95291,0.26132,0.37446,0.03852,0.15243,0.69368,0.0008912,0.0008912,0.0008912
86,3344.2,0.20354,0.16737,0.07149,0.15566,0.9329,0.99929,1,0.995,0.96572,0.97644,0.97716,0.9739,0.94227,0.2245,0.34752,0.03232,0.1351,0.65493,0.000878,0.000878,0.000878
87,3389.15,0.20533,0.1604,0.06719,0.15668,0.9326,0.99941,1,0.995,0.9638,0.97929,0.9797,0.97424,0.93558,0.22373,0.34606,0.03417,0.13217,0.64715,0.0008648,0.0008648,0.0008648
88,3438.25,0.20257,0.15615,0.06746,0.15741,0.93127,0.99979,1,0.995,0.96633,0.98203,0.98223,0.98305,0.93607,0.25572,0.38356,0.03464,0.17148,0.69273,0.0008516,0.0008516,0.0008516
89,3499.91,0.20039,0.13643,0.06695,0.15308,0.93165,0.99985,1,0.995,0.96586,0.97447,0.97462,0.97358,0.85146,0.23551,0.44653,0.03699,0.13512,0.66228,0.0008384,0.0008384,0.0008384
90,3561.09,0.20274,0.15695,0.06701,0.15267,0.93225,0.99983,1,0.995,0.96748,0.97446,0.97462,0.97583,0.89462,0.2269,0.41481,0.03757,0.16208,0.67632,0.0008252,0.0008252,0.0008252
91,3618.14,0.19302,0.14341,0.06578,0.14975,0.92917,0.99985,1,0.995,0.97232,0.97448,0.97462,0.9762,0.97089,0.23752,0.2991,0.03227,0.16581,0.72065,0.000812,0.000812,0.000812
92,3654.23,0.20038,0.15799,0.0652,0.15218,0.9318,0.99984,1,0.995,0.97259,0.98207,0.98223,0.98726,0.98131,0.21235,0.2616,0.04773,0.12781,0.64291,0.0007988,0.0007988,0.0007988
93,3689.65,0.19023,0.13662,0.06122,0.14574,0.92551,0.99981,1,0.995,0.97527,0.97951,0.9797,0.98493,0.97308,0.2032,0.29249,0.03368,0.14232,0.63621,0.0007856,0.0007856,0.0007856
94,3724.7,0.19616,0.13415,0.05921,0.14865,0.93075,0.99984,1,0.995,0.97642,0.98208,0.98223,0.987,0.97595,0.21629,0.30119,0.03241,0.14311,0.64116,0.0007724,0.0007724,0.0007724
95,3759.63,0.20054,0.13043,0.06445,0.15849,0.93305,0.99982,1,0.995,0.97745,0.97699,0.97716,0.98311,0.94879,0.23807,0.39694,0.03499,0.17089,0.65597,0.0007592,0.0007592,0.0007592
96,3797.99,0.20053,0.14308,0.06001,0.15525,0.92858,0.99964,1,0.995,0.9757,0.97681,0.97716,0.98337,0.94553,0.20586,0.39662,0.03853,0.11513,0.63758,0.000746,0.000746,0.000746
97,3834.19,0.19415,0.13198,0.06327,0.15219,0.9291,0.99978,1,0.995,0.97892,0.98202,0.98223,0.98701,0.92947,0.21512,0.38049,0.03895,0.12492,0.64288,0.0007328,0.0007328,0.0007328
98,3869.36,0.19769,0.13726,0.05792,0.1582,0.93047,0.99983,1,0.995,0.97584,0.97954,0.9797,0.98502,0.96447,0.29181,0.43827,0.04533,0.25325,0.69339,0.0007196,0.0007196,0.0007196
99,3905.48,0.1931,0.14005,0.05879,0.14691,0.92704,0.9998,1,0.995,0.97531,0.9795,0.9797,0.98592,0.97457,0.25615,0.35473,0.05087,0.19319,0.67247,0.0007064,0.0007064,0.0007064
100,3941.48,0.19669,0.13246,0.05929,0.15339,0.92856,0.99981,1,0.995,0.96973,0.97951,0.9797,0.97536,0.9677,0.29806,0.33783,0.0409,0.17006,0.71805,0.0006932,0.0006932,0.0006932
101,3977.45,0.19787,0.12413,0.05634,0.14962,0.92788,0.99972,1,0.995,0.97416,0.9845,0.98477,0.98513,0.97464,0.27688,0.29723,0.03804,0.1582,0.69637,0.00068,0.00068,0.00068
102,4013.43,0.19365,0.12164,0.05403,0.14708,0.92507,0.99973,1,0.995,0.97829,0.98704,0.98731,0.98973,0.98363,0.22145,0.23119,0.03078,0.11484,0.63888,0.0006668,0.0006668,0.0006668
103,4049.86,0.18922,0.12249,0.0541,0.14511,0.92592,0.9996,1,0.995,0.97635,0.98184,0.98223,0.98645,0.98314,0.22662,0.25381,0.03791,0.12071,0.64712,0.0006536,0.0006536,0.0006536
104,4085.9,0.19198,0.12236,0.05401,0.14777,0.9304,0.9998,1,0.995,0.97503,0.9795,0.9797,0.98496,0.98162,0.27936,0.26264,0.05589,0.1843,0.72599,0.0006404,0.0006404,0.0006404
105,4121.83,0.18681,0.11665,0.05452,0.14126,0.92572,0.99984,1,0.995,0.97532,0.98461,0.98477,0.98821,0.98357,0.23599,0.21897,0.03495,0.12562,0.65805,0.0006272,0.0006272,0.0006272
106,4159.34,0.18931,0.12302,0.05285,0.14246,0.92584,0.99982,1,0.995,0.97722,0.98205,0.98223,0.98684,0.97835,0.25876,0.29638,0.03407,0.16049,0.6784,0.000614,0.000614,0.000614
107,4195.74,0.18796,0.11484,0.05041,0.14362,0.9265,0.99979,1,0.995,0.96935,0.97949,0.9797,0.97924,0.95248,0.24025,0.2878,0.02369,0.13361,0.65578,0.0006008,0.0006008,0.0006008
108,4231.54,0.18757,0.11764,0.05198,0.14475,0.92646,0.9998,1,0.995,0.96933,0.98204,0.98223,0.98245,0.93037,0.27001,0.40162,0.03723,0.17234,0.70029,0.0005876,0.0005876,0.0005876
109,4267.56,0.19175,0.11254,0.05275,0.145,0.9276,0.99983,1,0.995,0.97396,0.98207,0.98223,0.98434,0.93374,0.25562,0.4719,0.02845,0.15375,0.68166,0.0005744,0.0005744,0.0005744
110,4303.6,0.18424,0.11282,0.05199,0.14493,0.92974,0.99984,1,0.995,0.97399,0.98461,0.98477,0.98563,0.92607,0.24741,0.53219,0.03147,0.15061,0.67807,0.0005612,0.0005612,0.0005612
111,4339.91,0.18773,0.10936,0.05228,0.14673,0.92905,0.99983,1,0.995,0.97165,0.9846,0.98477,0.98355,0.91287,0.24123,0.47352,0.0301,0.15751,0.67074,0.000548,0.000548,0.000548
112,4376.47,0.18008,0.10368,0.05034,0.13864,0.92094,0.99979,1,0.995,0.97363,0.98202,0.98223,0.98648,0.95041,0.25188,0.48111,0.02839,0.14908,0.67927,0.0005348,0.0005348,0.0005348
113,4413.13,0.18541,0.122,0.0518,0.14829,0.9254,0.99976,1,0.995,0.96913,0.982,0.98223,0.98294,0.95892,0.246,0.32916,0.02569,0.15708,0.67047,0.0005216,0.0005216,0.0005216
114,4449.44,0.17684,0.10055,0.04513,0.13459,0.9226,0.99979,1,0.995,0.97342,0.98203,0.98223,0.98619,0.9794,0.2232,0.25121,0.02916,0.12833,0.64652,0.0005084,0.0005084,0.0005084
115,4485.77,0.17897,0.09904,0.04583,0.13773,0.92376,0.9998,1,0.995,0.9742,0.98458,0.98477,0.98789,0.97447,0.26093,0.31745,0.03068,0.19056,0.67449,0.0004952,0.0004952,0.0004952
116,4522.97,0.17672,0.10152,0.04676,0.13291,0.91946,0.99982,1,0.995,0.97666,0.98713,0.98731,0.98997,0.97642,0.23816,0.29252,0.0356,0.14726,0.65811,0.000482,0.000482,0.000482
117,4559.69,0.17613,0.10321,0.04537,0.13302,0.92168,0.99984,1,0.995,0.97696,0.98715,0.98731,0.98983,0.97863,0.24862,0.28556,0.03062,0.15368,0.67233,0.0004688,0.0004688,0.0004688
118,4596.34,0.17646,0.10323,0.04861,0.13363,0.91883,0.99985,1,0.995,0.9785,0.98716,0.98731,0.98994,0.97648,0.23669,0.2839,0.02463,0.14847,0.66231,0.0004556,0.0004556,0.0004556
119,4632.45,0.17602,0.10081,0.04742,0.13517,0.91892,0.99976,1,0.995,0.9778,0.98708,0.98731,0.98987,0.96218,0.241,0.30527,0.02843,0.14518,0.66692,0.0004424,0.0004424,0.0004424
120,4668.66,0.17735,0.10765,0.05064,0.13768,0.92402,0.9997,1,0.995,0.97626,0.98448,0.98477,0.98786,0.95995,0.22648,0.33094,0.02432,0.13178,0.64916,0.0004292,0.0004292,0.0004292
121,4704.27,0.1743,0.09213,0.04368,0.13562,0.92291,0.99978,1,0.995,0.97755,0.98456,0.98477,0.98787,0.94648,0.23997,0.34039,0.02239,0.1435,0.66791,0.000416,0.000416,0.000416
122,4757.92,0.17425,0.09085,0.04699,0.13466,0.91992,0.99965,1,0.995,0.97818,0.98443,0.98477,0.98801,0.94732,0.25639,0.34739,0.0231,0.14642,0.68408,0.0004028,0.0004028,0.0004028
1 epoch time train/box_loss train/pose_loss train/kobj_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) metrics/precision(P) metrics/recall(P) metrics/mAP50(P) metrics/mAP50-95(P) val/box_loss val/pose_loss val/kobj_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 41.8658 0.69307 3.77413 0.72815 0.64039 1.28117 0.96175 0.95725 0.98898 0.79175 0.79281 0.72839 0.65072 0.42698 0.75712 2.98661 0.75215 0.57127 1.28227 0.000664706 0.000664706 0.000664706
3 2 80.8441 0.51914 2.12866 0.61949 0.38303 1.1348 0.96292 0.98731 0.98494 0.78 0.71747 0.72081 0.62925 0.51147 0.74913 2.41618 0.49852 0.4718 1.31998 0.00132259 0.00132259 0.00132259
4 3 118.851 0.49814 1.85884 0.54851 0.37348 1.11293 0.95161 0.94825 0.95944 0.70246 0.771 0.68363 0.67966 0.45502 0.90578 2.80879 0.51889 0.8674 1.37102 0.00197167 0.00197167 0.00197167
5 4 157.404 0.47059 1.66767 0.5049 0.34591 1.09446 0.99483 1 0.995 0.89386 0.8726 0.86924 0.86226 0.61132 0.49584 1.71543 0.24321 0.28147 0.97073 0.0019604 0.0019604 0.0019604
6 5 200.334 0.44772 1.5232 0.48165 0.33325 1.07828 0.98863 0.99746 0.99457 0.87423 0.90156 0.88335 0.89545 0.67039 0.52482 1.67239 0.12556 0.27693 0.95892 0.0019472 0.0019472 0.0019472
7 6 242.53 0.42402 1.32438 0.45056 0.31881 1.06058 0.99746 0.99728 0.995 0.9226 0.83111 0.80711 0.74127 0.48832 0.45583 1.88245 0.13891 0.31602 0.95715 0.001934 0.001934 0.001934
8 7 280.951 0.40111 1.24069 0.43256 0.30494 1.04187 0.99992 0.99746 0.995 0.89269 0.90086 0.90355 0.9029 0.61367 0.50832 2.04948 0.13409 0.25962 0.94944 0.0019208 0.0019208 0.0019208
9 8 318.789 0.3796 1.11959 0.39854 0.28586 1.03313 0.99367 0.99746 0.995 0.9392 0.86676 0.82487 0.84936 0.61981 0.42305 2.15732 0.13981 0.28876 0.9135 0.0019076 0.0019076 0.0019076
10 9 356.462 0.37124 1.05743 0.38984 0.27503 1.02622 0.99982 1 0.995 0.95836 0.98959 0.73604 0.86569 0.80695 0.40299 1.45832 0.07292 0.24985 0.87883 0.0018944 0.0018944 0.0018944
11 10 393.255 0.35552 1.01663 0.37543 0.27191 1.00972 0.99946 1 0.995 0.93964 0.85774 0.85787 0.86324 0.77142 0.41781 1.55795 0.05914 0.31105 0.91333 0.0018812 0.0018812 0.0018812
12 11 430.457 0.35149 0.96948 0.37342 0.26409 1.01139 0.99981 1 0.995 0.93536 0.87028 0.87056 0.89826 0.72914 0.42494 1.68496 0.11233 0.23818 0.82714 0.001868 0.001868 0.001868
13 12 467.26 0.33424 0.96809 0.35249 0.25545 1.00431 0.99947 1 0.995 0.97069 0.90561 0.90609 0.91291 0.49866 0.29453 2.32507 0.1175 0.22286 0.71953 0.0018548 0.0018548 0.0018548
14 13 504.36 0.3344 0.94598 0.3399 0.25304 1.00019 0.99632 0.99746 0.995 0.95053 0.90954 0.76562 0.85441 0.71192 0.46083 1.92584 0.13254 0.26008 0.89397 0.0018416 0.0018416 0.0018416
15 14 543.383 0.32972 0.92725 0.33625 0.24951 1.0016 1 0.99981 0.995 0.97263 0.85659 0.85533 0.87102 0.76749 0.31991 1.56867 0.11587 0.27602 0.78464 0.0018284 0.0018284 0.0018284
16 15 582.997 0.32126 0.88673 0.32864 0.24507 0.99218 0.99796 1 0.995 0.95207 0.83305 0.80711 0.87646 0.75095 0.40368 1.55667 0.06468 0.21577 0.81679 0.0018152 0.0018152 0.0018152
17 16 620.991 0.31566 0.87335 0.31561 0.24426 0.99104 0.99965 1 0.995 0.957 0.86337 0.77411 0.81892 0.75989 0.39342 1.56436 0.06818 0.39843 0.84569 0.001802 0.001802 0.001802
18 17 658.811 0.30597 0.85827 0.30731 0.23968 0.98902 0.99983 1 0.995 0.96816 0.86637 0.75888 0.87673 0.8227 0.34624 1.56627 0.06645 0.23781 0.7908 0.0017888 0.0017888 0.0017888
19 18 696.068 0.30208 0.81425 0.29495 0.22725 0.97742 0.9991 1 0.995 0.904 0.88491 0.88579 0.88404 0.62028 0.44549 1.8752 0.09522 0.44605 0.8804 0.0017756 0.0017756 0.0017756
20 19 733.392 0.29831 0.78058 0.2869 0.23091 0.97986 0.99963 1 0.995 0.9597 0.9044 0.90355 0.93166 0.70766 0.36051 1.62024 0.14267 0.22122 0.80243 0.0017624 0.0017624 0.0017624
21 20 771.296 0.29695 0.76096 0.28061 0.22734 0.97716 0.99963 1 0.995 0.95951 0.89305 0.8934 0.86533 0.53941 0.28948 1.57599 0.05685 0.20087 0.7097 0.0017492 0.0017492 0.0017492
22 21 826.556 0.29791 0.76895 0.27933 0.22934 0.97495 0.99978 1 0.995 0.96711 0.92375 0.92386 0.95084 0.69793 0.32625 1.27303 0.12668 0.18997 0.74181 0.001736 0.001736 0.001736
23 22 890.215 0.28593 0.71649 0.26951 0.22073 0.97144 0.99736 1 0.995 0.95264 0.91376 0.91624 0.91481 0.83206 0.33567 1.14861 0.06273 0.20222 0.78067 0.0017228 0.0017228 0.0017228
24 23 953.322 0.28703 0.7198 0.26899 0.21899 0.97015 0.99703 1 0.995 0.9584 0.89138 0.88579 0.89882 0.77509 0.31369 1.59085 0.17639 0.24751 0.73889 0.0017096 0.0017096 0.0017096
25 24 1002.22 0.28576 0.69198 0.25922 0.22184 0.97505 0.99979 1 0.995 0.96712 0.9465 0.9467 0.95094 0.85392 0.39743 1.07425 0.05928 0.2521 0.83125 0.0016964 0.0016964 0.0016964
26 25 1038.67 0.28313 0.62082 0.2471 0.21496 0.97352 0.99985 1 0.995 0.95423 0.93894 0.93909 0.95908 0.85361 0.38329 0.94256 0.04887 0.23358 0.86399 0.0016832 0.0016832 0.0016832
27 26 1075.24 0.28052 0.60793 0.25178 0.21419 0.96934 0.9997 1 0.995 0.97003 0.92358 0.92386 0.94426 0.89564 0.36543 0.87032 0.05428 0.23958 0.82694 0.00167 0.00167 0.00167
28 27 1111.68 0.27994 0.5941 0.24751 0.21598 0.97132 0.99965 1 0.995 0.97209 0.97427 0.97462 0.98093 0.76219 0.27744 1.08364 0.0685 0.16464 0.70475 0.0016568 0.0016568 0.0016568
29 28 1148.44 0.27895 0.58447 0.23733 0.2172 0.9677 0.99984 1 0.995 0.96578 0.95938 0.95939 0.95958 0.87034 0.33851 0.85532 0.06884 0.24491 0.79852 0.0016436 0.0016436 0.0016436
30 29 1185.3 0.26658 0.557 0.22924 0.20513 0.96139 0.99984 1 0.995 0.97653 0.94662 0.9467 0.96267 0.93081 0.31553 0.65388 0.04317 0.18593 0.77426 0.0016304 0.0016304 0.0016304
31 30 1222.29 0.26477 0.51292 0.21651 0.20264 0.96425 1 0.99983 0.995 0.96328 0.95726 0.95431 0.96143 0.83551 0.34112 0.91659 0.10449 0.22019 0.7806 0.0016172 0.0016172 0.0016172
32 31 1259.93 0.26796 0.51762 0.20983 0.20697 0.96354 0.99969 1 0.995 0.94867 0.96416 0.96447 0.97433 0.82392 0.38355 0.96983 0.06258 0.19046 0.84624 0.001604 0.001604 0.001604
33 32 1296.88 0.26934 0.49529 0.20868 0.20734 0.9661 0.99979 1 0.995 0.95502 0.95167 0.95178 0.95085 0.89775 0.37629 0.74517 0.05738 0.18957 0.82154 0.0015908 0.0015908 0.0015908
34 33 1333.09 0.26369 0.45548 0.19971 0.20748 0.9625 0.99474 0.99746 0.9949 0.96513 0.9593 0.96193 0.97472 0.52948 0.3929 1.97617 0.0817 0.21653 0.79713 0.0015776 0.0015776 0.0015776
35 34 1369.3 0.27149 0.45399 0.19625 0.21297 0.96413 0.99992 1 0.995 0.97354 0.96438 0.96447 0.97564 0.92317 0.25638 0.73132 0.0626 0.15593 0.68058 0.0015644 0.0015644 0.0015644
36 35 1405.8 0.2666 0.44038 0.18882 0.19958 0.96435 0.99981 1 0.995 0.9722 0.94652 0.9467 0.94965 0.78254 0.27424 1.14871 0.08366 0.17643 0.71587 0.0015512 0.0015512 0.0015512
37 36 1444.12 0.26001 0.41753 0.18053 0.19944 0.96203 0.99979 1 0.995 0.97126 0.95515 0.95431 0.96911 0.94105 0.32598 0.53702 0.05907 0.1853 0.76014 0.001538 0.001538 0.001538
38 37 1480.32 0.25838 0.41353 0.17386 0.19782 0.96008 0.99967 1 0.995 0.96558 0.96683 0.96701 0.96566 0.87858 0.27835 0.82348 0.0548 0.18958 0.71508 0.0015248 0.0015248 0.0015248
39 38 1516.59 0.26064 0.38703 0.16722 0.19878 0.96442 0.99859 1 0.995 0.97447 0.95781 0.95178 0.96992 0.88664 0.25487 0.81123 0.0456 0.15648 0.68062 0.0015116 0.0015116 0.0015116
40 39 1553.25 0.24811 0.40134 0.15999 0.19272 0.95348 1 0.99982 0.995 0.96885 0.89805 0.89594 0.88223 0.81577 0.33967 0.98544 0.07561 0.19696 0.74205 0.0014984 0.0014984 0.0014984
41 40 1589.29 0.25209 0.39657 0.15808 0.19776 0.95718 0.99983 1 0.995 0.97593 0.9643 0.96447 0.97216 0.93621 0.23164 0.54743 0.05507 0.15628 0.66362 0.0014852 0.0014852 0.0014852
42 41 1628.9 0.25354 0.3777 0.15138 0.19667 0.96049 0.99934 1 0.995 0.96965 0.9689 0.96954 0.97076 0.947 0.30746 0.47588 0.05501 0.22409 0.74888 0.001472 0.001472 0.001472
43 42 1665.68 0.24466 0.35839 0.13647 0.19282 0.95365 0.99983 1 0.995 0.96907 0.95669 0.95685 0.96969 0.93875 0.32129 0.52932 0.06228 0.18452 0.74446 0.0014588 0.0014588 0.0014588
44 43 1702.27 0.24527 0.3491 0.13757 0.19238 0.95308 0.99982 1 0.995 0.96759 0.94906 0.94924 0.96437 0.89086 0.34469 0.61009 0.07387 0.18267 0.77154 0.0014456 0.0014456 0.0014456
45 44 1738.51 0.24462 0.3412 0.13426 0.18944 0.95347 0.9998 1 0.995 0.97091 0.97442 0.97462 0.98198 0.89922 0.28994 0.82945 0.06073 0.1874 0.71154 0.0014324 0.0014324 0.0014324
46 45 1774.81 0.24343 0.34856 0.1267 0.18817 0.94882 0.99973 1 0.995 0.97358 0.94869 0.9467 0.95493 0.90639 0.33497 0.67311 0.1771 0.18214 0.76598 0.0014192 0.0014192 0.0014192
47 46 1810.98 0.24607 0.3128 0.12697 0.19242 0.95653 0.99985 1 0.995 0.97492 0.95678 0.95685 0.97235 0.93275 0.32419 0.60639 0.07634 0.17342 0.76716 0.001406 0.001406 0.001406
48 47 1847.36 0.2482 0.32888 0.127 0.22637 0.96001 0.99985 1 0.995 0.97087 0.93388 0.93401 0.92631 0.87381 0.27904 0.78575 0.08141 0.17671 0.71643 0.0013928 0.0013928 0.0013928
49 48 1883.96 0.24328 0.31338 0.12048 0.19025 0.94999 0.99983 1 0.995 0.97431 0.97699 0.97716 0.98361 0.93479 0.26735 0.40829 0.04812 0.14566 0.68872 0.0013796 0.0013796 0.0013796
50 49 1920.36 0.23871 0.32326 0.12284 0.18374 0.9494 0.99985 1 0.995 0.96977 0.96432 0.96447 0.97387 0.79972 0.27748 0.79306 0.19351 0.17076 0.70923 0.0013664 0.0013664 0.0013664
51 50 1956.45 0.24304 0.31749 0.12285 0.18452 0.95087 0.99983 1 0.995 0.97325 0.96941 0.96954 0.97677 0.8745 0.29011 0.55133 0.11191 0.1434 0.69653 0.0013532 0.0013532 0.0013532
52 51 1993.55 0.23827 0.29298 0.11593 0.1822 0.94408 0.99938 1 0.995 0.97526 0.96387 0.96447 0.97424 0.93482 0.31133 0.4847 0.0533 0.15991 0.72714 0.00134 0.00134 0.00134
53 52 2030.55 0.23563 0.28018 0.11237 0.18133 0.94868 0.99983 1 0.995 0.97096 0.97699 0.97716 0.98402 0.96395 0.31517 0.44986 0.07793 0.20216 0.74575 0.0013268 0.0013268 0.0013268
54 53 2066.75 0.23384 0.29695 0.11892 0.1789 0.94541 0.99984 1 0.995 0.97256 0.95927 0.95939 0.97009 0.79479 0.26033 1.10111 0.12698 0.1648 0.69885 0.0013136 0.0013136 0.0013136
55 54 2102.91 0.23152 0.2776 0.11114 0.18141 0.94411 0.99982 1 0.995 0.97631 0.97198 0.97208 0.97655 0.95527 0.3197 0.43438 0.03767 0.3008 0.73837 0.0013004 0.0013004 0.0013004
56 55 2138.82 0.23046 0.26741 0.10828 0.17577 0.94546 0.99985 1 0.995 0.98041 0.98209 0.98223 0.98877 0.96507 0.2604 0.35929 0.04404 0.16826 0.69072 0.0012872 0.0012872 0.0012872
57 56 2174.67 0.22749 0.26357 0.10458 0.17443 0.94552 0.99975 1 0.995 0.97582 0.97692 0.97716 0.98358 0.94576 0.27214 0.35448 0.29325 0.15032 0.69325 0.001274 0.001274 0.001274
58 57 2210.82 0.22765 0.24893 0.10514 0.17317 0.94568 0.99984 1 0.995 0.97058 0.97701 0.97716 0.98411 0.95634 0.2492 0.34523 0.04154 0.14017 0.65436 0.0012608 0.0012608 0.0012608
59 58 2247.23 0.22911 0.25326 0.09969 0.17453 0.94687 0.99984 1 0.995 0.96941 0.94401 0.94416 0.93237 0.80447 0.29883 0.53882 0.09426 0.15442 0.70813 0.0012476 0.0012476 0.0012476
60 59 2283.26 0.22888 0.26267 0.09782 0.17675 0.94686 0.99978 1 0.995 0.96272 0.99475 0.99492 0.99497 0.93516 0.26397 0.43593 0.04185 0.16742 0.68021 0.0012344 0.0012344 0.0012344
61 60 2318.97 0.23292 0.25173 0.09804 0.17627 0.94668 0.99981 1 0.995 0.97242 0.97951 0.9797 0.98016 0.94961 0.27568 0.35899 0.0853 0.1925 0.70429 0.0012212 0.0012212 0.0012212
62 61 2356.26 0.22807 0.24696 0.10027 0.17422 0.94721 0.99983 1 0.995 0.9662 0.97953 0.9797 0.97445 0.93525 0.23848 0.40063 0.07996 0.16476 0.66578 0.001208 0.001208 0.001208
63 62 2392.87 0.22747 0.2581 0.10249 0.17503 0.95321 0.9996 1 0.995 0.97074 0.9793 0.9797 0.97513 0.94557 0.26975 0.39598 0.05737 0.15921 0.68649 0.0011948 0.0011948 0.0011948
64 63 2428.91 0.22766 0.24132 0.09611 0.17477 0.94303 0.99971 1 0.995 0.96235 0.97941 0.9797 0.97348 0.93612 0.2428 0.35819 0.039 0.15311 0.66118 0.0011816 0.0011816 0.0011816
65 64 2465.95 0.22517 0.21765 0.09105 0.17103 0.94599 0.9998 1 0.995 0.96668 0.98457 0.98477 0.9841 0.94901 0.2771 0.36874 0.06648 0.15681 0.67964 0.0011684 0.0011684 0.0011684
66 65 2503.83 0.22064 0.21802 0.09219 0.1702 0.9411 0.99979 1 0.995 0.97612 0.96442 0.96447 0.96162 0.91155 0.24653 0.68639 0.14368 0.18795 0.66392 0.0011552 0.0011552 0.0011552
67 66 2541.56 0.22615 0.23008 0.09458 0.17335 0.94477 0.99964 1 0.995 0.9735 0.98188 0.98223 0.98454 0.91693 0.29998 0.56021 0.03456 0.16208 0.7394 0.001142 0.001142 0.001142
68 67 2579.34 0.21895 0.22134 0.09177 0.17007 0.9393 0.9998 1 0.995 0.96791 0.98965 0.98985 0.98513 0.95475 0.29002 0.41934 0.04548 0.19376 0.70637 0.0011288 0.0011288 0.0011288
69 68 2615.21 0.21973 0.1919 0.08678 0.1709 0.93963 0.99978 1 0.995 0.96724 0.98202 0.98223 0.98349 0.90306 0.26922 0.61318 0.10111 0.20667 0.69965 0.0011156 0.0011156 0.0011156
70 69 2650.96 0.2166 0.22402 0.0907 0.16562 0.93782 0.99982 1 0.995 0.97324 0.97191 0.97208 0.98134 0.94279 0.28298 0.46992 0.04373 0.21881 0.71916 0.0011024 0.0011024 0.0011024
71 70 2686.79 0.21906 0.20668 0.08299 0.16491 0.93901 0.99965 1 0.995 0.96212 0.98442 0.98477 0.98336 0.96374 0.26579 0.35204 0.08746 0.16889 0.68702 0.0010892 0.0010892 0.0010892
72 71 2724.45 0.21016 0.19774 0.08291 0.1634 0.93385 0.9997 1 0.995 0.96475 0.98198 0.98223 0.98332 0.94531 0.27078 0.51252 0.04689 0.18894 0.70118 0.001076 0.001076 0.001076
73 72 2760.19 0.2149 0.20865 0.08638 0.16158 0.9367 0.99985 1 0.995 0.97249 0.98722 0.98731 0.99049 0.97898 0.28486 0.2826 0.03408 0.18064 0.71769 0.0010628 0.0010628 0.0010628
74 73 2795.77 0.21372 0.18585 0.07757 0.16098 0.93502 0.99985 1 0.995 0.96926 0.98463 0.98477 0.98439 0.96686 0.23842 0.32887 0.03542 0.16675 0.67708 0.0010496 0.0010496 0.0010496
75 74 2832.16 0.21219 0.19808 0.08108 0.16174 0.93811 0.99981 1 0.995 0.97396 0.98204 0.98223 0.98686 0.96267 0.25053 0.38738 0.04021 0.16226 0.66394 0.0010364 0.0010364 0.0010364
76 75 2884.25 0.21154 0.17501 0.07794 0.16458 0.93535 0.99984 1 0.995 0.96454 0.98212 0.98223 0.98262 0.94393 0.26803 0.44257 0.0566 0.1929 0.70009 0.0010232 0.0010232 0.0010232
77 76 2944.97 0.21228 0.19711 0.08138 0.16737 0.93377 0.99983 1 0.995 0.96646 0.98715 0.98731 0.98447 0.92461 0.24225 0.41607 0.0348 0.16097 0.67341 0.00101 0.00101 0.00101
78 77 3008.25 0.2151 0.1833 0.07709 0.16469 0.9407 0.99973 1 0.995 0.96418 0.98196 0.98223 0.98366 0.93001 0.2628 0.46921 0.09878 0.17788 0.70491 0.0009968 0.0009968 0.0009968
79 78 3049.31 0.21425 0.18755 0.07687 0.1605 0.93539 0.99822 1 0.995 0.96739 0.98056 0.98223 0.98358 0.90628 0.26047 0.53634 0.05729 0.17455 0.68519 0.0009836 0.0009836 0.0009836
80 79 3087.06 0.20793 0.1773 0.0746 0.16126 0.9352 0.99975 1 0.995 0.96655 0.98199 0.98223 0.98287 0.91938 0.29016 0.47211 0.05869 0.18346 0.7069 0.0009704 0.0009704 0.0009704
81 80 3124.02 0.20848 0.17801 0.0768 0.16115 0.93479 0.99979 1 0.995 0.96672 0.9715 0.96701 0.97093 0.96037 0.28392 0.54634 0.09783 0.17891 0.71633 0.0009572 0.0009572 0.0009572
82 81 3160.53 0.2073 0.16688 0.07229 0.15915 0.93552 0.99956 1 0.995 0.96926 0.97164 0.97208 0.97233 0.91555 0.26665 0.54827 0.0452 0.18538 0.69744 0.000944 0.000944 0.000944
83 82 3197.02 0.2093 0.16428 0.06873 0.15987 0.93266 0.99981 1 0.995 0.97185 0.98458 0.98477 0.98373 0.95155 0.24957 0.33346 0.0599 0.14366 0.66852 0.0009308 0.0009308 0.0009308
84 83 3233.19 0.20772 0.15941 0.07021 0.16025 0.93347 0.99975 1 0.995 0.96732 0.96675 0.96701 0.96219 0.9355 0.27792 0.42357 0.03927 0.16484 0.70684 0.0009176 0.0009176 0.0009176
85 84 3269.31 0.20127 0.16847 0.06499 0.15542 0.93088 0.99971 1 0.995 0.96479 0.97434 0.97462 0.9718 0.951 0.25128 0.35881 0.03472 0.16965 0.67475 0.0009044 0.0009044 0.0009044
86 85 3305.8 0.20216 0.15587 0.06895 0.15625 0.9334 0.99963 1 0.995 0.96885 0.97172 0.97208 0.97419 0.95291 0.26132 0.37446 0.03852 0.15243 0.69368 0.0008912 0.0008912 0.0008912
87 86 3344.2 0.20354 0.16737 0.07149 0.15566 0.9329 0.99929 1 0.995 0.96572 0.97644 0.97716 0.9739 0.94227 0.2245 0.34752 0.03232 0.1351 0.65493 0.000878 0.000878 0.000878
88 87 3389.15 0.20533 0.1604 0.06719 0.15668 0.9326 0.99941 1 0.995 0.9638 0.97929 0.9797 0.97424 0.93558 0.22373 0.34606 0.03417 0.13217 0.64715 0.0008648 0.0008648 0.0008648
89 88 3438.25 0.20257 0.15615 0.06746 0.15741 0.93127 0.99979 1 0.995 0.96633 0.98203 0.98223 0.98305 0.93607 0.25572 0.38356 0.03464 0.17148 0.69273 0.0008516 0.0008516 0.0008516
90 89 3499.91 0.20039 0.13643 0.06695 0.15308 0.93165 0.99985 1 0.995 0.96586 0.97447 0.97462 0.97358 0.85146 0.23551 0.44653 0.03699 0.13512 0.66228 0.0008384 0.0008384 0.0008384
91 90 3561.09 0.20274 0.15695 0.06701 0.15267 0.93225 0.99983 1 0.995 0.96748 0.97446 0.97462 0.97583 0.89462 0.2269 0.41481 0.03757 0.16208 0.67632 0.0008252 0.0008252 0.0008252
92 91 3618.14 0.19302 0.14341 0.06578 0.14975 0.92917 0.99985 1 0.995 0.97232 0.97448 0.97462 0.9762 0.97089 0.23752 0.2991 0.03227 0.16581 0.72065 0.000812 0.000812 0.000812
93 92 3654.23 0.20038 0.15799 0.0652 0.15218 0.9318 0.99984 1 0.995 0.97259 0.98207 0.98223 0.98726 0.98131 0.21235 0.2616 0.04773 0.12781 0.64291 0.0007988 0.0007988 0.0007988
94 93 3689.65 0.19023 0.13662 0.06122 0.14574 0.92551 0.99981 1 0.995 0.97527 0.97951 0.9797 0.98493 0.97308 0.2032 0.29249 0.03368 0.14232 0.63621 0.0007856 0.0007856 0.0007856
95 94 3724.7 0.19616 0.13415 0.05921 0.14865 0.93075 0.99984 1 0.995 0.97642 0.98208 0.98223 0.987 0.97595 0.21629 0.30119 0.03241 0.14311 0.64116 0.0007724 0.0007724 0.0007724
96 95 3759.63 0.20054 0.13043 0.06445 0.15849 0.93305 0.99982 1 0.995 0.97745 0.97699 0.97716 0.98311 0.94879 0.23807 0.39694 0.03499 0.17089 0.65597 0.0007592 0.0007592 0.0007592
97 96 3797.99 0.20053 0.14308 0.06001 0.15525 0.92858 0.99964 1 0.995 0.9757 0.97681 0.97716 0.98337 0.94553 0.20586 0.39662 0.03853 0.11513 0.63758 0.000746 0.000746 0.000746
98 97 3834.19 0.19415 0.13198 0.06327 0.15219 0.9291 0.99978 1 0.995 0.97892 0.98202 0.98223 0.98701 0.92947 0.21512 0.38049 0.03895 0.12492 0.64288 0.0007328 0.0007328 0.0007328
99 98 3869.36 0.19769 0.13726 0.05792 0.1582 0.93047 0.99983 1 0.995 0.97584 0.97954 0.9797 0.98502 0.96447 0.29181 0.43827 0.04533 0.25325 0.69339 0.0007196 0.0007196 0.0007196
100 99 3905.48 0.1931 0.14005 0.05879 0.14691 0.92704 0.9998 1 0.995 0.97531 0.9795 0.9797 0.98592 0.97457 0.25615 0.35473 0.05087 0.19319 0.67247 0.0007064 0.0007064 0.0007064
101 100 3941.48 0.19669 0.13246 0.05929 0.15339 0.92856 0.99981 1 0.995 0.96973 0.97951 0.9797 0.97536 0.9677 0.29806 0.33783 0.0409 0.17006 0.71805 0.0006932 0.0006932 0.0006932
102 101 3977.45 0.19787 0.12413 0.05634 0.14962 0.92788 0.99972 1 0.995 0.97416 0.9845 0.98477 0.98513 0.97464 0.27688 0.29723 0.03804 0.1582 0.69637 0.00068 0.00068 0.00068
103 102 4013.43 0.19365 0.12164 0.05403 0.14708 0.92507 0.99973 1 0.995 0.97829 0.98704 0.98731 0.98973 0.98363 0.22145 0.23119 0.03078 0.11484 0.63888 0.0006668 0.0006668 0.0006668
104 103 4049.86 0.18922 0.12249 0.0541 0.14511 0.92592 0.9996 1 0.995 0.97635 0.98184 0.98223 0.98645 0.98314 0.22662 0.25381 0.03791 0.12071 0.64712 0.0006536 0.0006536 0.0006536
105 104 4085.9 0.19198 0.12236 0.05401 0.14777 0.9304 0.9998 1 0.995 0.97503 0.9795 0.9797 0.98496 0.98162 0.27936 0.26264 0.05589 0.1843 0.72599 0.0006404 0.0006404 0.0006404
106 105 4121.83 0.18681 0.11665 0.05452 0.14126 0.92572 0.99984 1 0.995 0.97532 0.98461 0.98477 0.98821 0.98357 0.23599 0.21897 0.03495 0.12562 0.65805 0.0006272 0.0006272 0.0006272
107 106 4159.34 0.18931 0.12302 0.05285 0.14246 0.92584 0.99982 1 0.995 0.97722 0.98205 0.98223 0.98684 0.97835 0.25876 0.29638 0.03407 0.16049 0.6784 0.000614 0.000614 0.000614
108 107 4195.74 0.18796 0.11484 0.05041 0.14362 0.9265 0.99979 1 0.995 0.96935 0.97949 0.9797 0.97924 0.95248 0.24025 0.2878 0.02369 0.13361 0.65578 0.0006008 0.0006008 0.0006008
109 108 4231.54 0.18757 0.11764 0.05198 0.14475 0.92646 0.9998 1 0.995 0.96933 0.98204 0.98223 0.98245 0.93037 0.27001 0.40162 0.03723 0.17234 0.70029 0.0005876 0.0005876 0.0005876
110 109 4267.56 0.19175 0.11254 0.05275 0.145 0.9276 0.99983 1 0.995 0.97396 0.98207 0.98223 0.98434 0.93374 0.25562 0.4719 0.02845 0.15375 0.68166 0.0005744 0.0005744 0.0005744
111 110 4303.6 0.18424 0.11282 0.05199 0.14493 0.92974 0.99984 1 0.995 0.97399 0.98461 0.98477 0.98563 0.92607 0.24741 0.53219 0.03147 0.15061 0.67807 0.0005612 0.0005612 0.0005612
112 111 4339.91 0.18773 0.10936 0.05228 0.14673 0.92905 0.99983 1 0.995 0.97165 0.9846 0.98477 0.98355 0.91287 0.24123 0.47352 0.0301 0.15751 0.67074 0.000548 0.000548 0.000548
113 112 4376.47 0.18008 0.10368 0.05034 0.13864 0.92094 0.99979 1 0.995 0.97363 0.98202 0.98223 0.98648 0.95041 0.25188 0.48111 0.02839 0.14908 0.67927 0.0005348 0.0005348 0.0005348
114 113 4413.13 0.18541 0.122 0.0518 0.14829 0.9254 0.99976 1 0.995 0.96913 0.982 0.98223 0.98294 0.95892 0.246 0.32916 0.02569 0.15708 0.67047 0.0005216 0.0005216 0.0005216
115 114 4449.44 0.17684 0.10055 0.04513 0.13459 0.9226 0.99979 1 0.995 0.97342 0.98203 0.98223 0.98619 0.9794 0.2232 0.25121 0.02916 0.12833 0.64652 0.0005084 0.0005084 0.0005084
116 115 4485.77 0.17897 0.09904 0.04583 0.13773 0.92376 0.9998 1 0.995 0.9742 0.98458 0.98477 0.98789 0.97447 0.26093 0.31745 0.03068 0.19056 0.67449 0.0004952 0.0004952 0.0004952
117 116 4522.97 0.17672 0.10152 0.04676 0.13291 0.91946 0.99982 1 0.995 0.97666 0.98713 0.98731 0.98997 0.97642 0.23816 0.29252 0.0356 0.14726 0.65811 0.000482 0.000482 0.000482
118 117 4559.69 0.17613 0.10321 0.04537 0.13302 0.92168 0.99984 1 0.995 0.97696 0.98715 0.98731 0.98983 0.97863 0.24862 0.28556 0.03062 0.15368 0.67233 0.0004688 0.0004688 0.0004688
119 118 4596.34 0.17646 0.10323 0.04861 0.13363 0.91883 0.99985 1 0.995 0.9785 0.98716 0.98731 0.98994 0.97648 0.23669 0.2839 0.02463 0.14847 0.66231 0.0004556 0.0004556 0.0004556
120 119 4632.45 0.17602 0.10081 0.04742 0.13517 0.91892 0.99976 1 0.995 0.9778 0.98708 0.98731 0.98987 0.96218 0.241 0.30527 0.02843 0.14518 0.66692 0.0004424 0.0004424 0.0004424
121 120 4668.66 0.17735 0.10765 0.05064 0.13768 0.92402 0.9997 1 0.995 0.97626 0.98448 0.98477 0.98786 0.95995 0.22648 0.33094 0.02432 0.13178 0.64916 0.0004292 0.0004292 0.0004292
122 121 4704.27 0.1743 0.09213 0.04368 0.13562 0.92291 0.99978 1 0.995 0.97755 0.98456 0.98477 0.98787 0.94648 0.23997 0.34039 0.02239 0.1435 0.66791 0.000416 0.000416 0.000416
123 122 4757.92 0.17425 0.09085 0.04699 0.13466 0.91992 0.99965 1 0.995 0.97818 0.98443 0.98477 0.98801 0.94732 0.25639 0.34739 0.0231 0.14642 0.68408 0.0004028 0.0004028 0.0004028

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task: segment
mode: train
model: models/yolo11n-seg.pt
data: ./datasets/edges/data.yaml
epochs: 150
time: null
patience: 20
batch: 12
imgsz: 640
save: true
save_period: 10
cache: false
device: '0'
workers: 8
project: result
name: edges-nano
exist_ok: false
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: false
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
compile: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
conf: null
iou: 0.7
max_det: 300
half: false
dnn: false
plots: true
source: null
vid_stride: 1
stream_buffer: false
visualize: false
augment: false
agnostic_nms: false
classes: null
retina_masks: false
embed: null
show: false
save_frames: false
save_txt: false
save_conf: false
save_crop: false
show_labels: true
show_conf: true
show_boxes: true
line_width: null
format: torchscript
keras: false
optimize: false
int8: false
dynamic: false
simplify: true
opset: null
workspace: null
nms: false
lr0: 0.01
lrf: 0.01
momentum: 0.937
weight_decay: 0.0005
warmup_epochs: 3.0
warmup_momentum: 0.8
warmup_bias_lr: 0.1
box: 7.5
cls: 0.5
dfl: 1.5
pose: 12.0
kobj: 1.0
nbs: 64
hsv_h: 0.015
hsv_s: 0.7
hsv_v: 0.4
degrees: 0.0
translate: 0.1
scale: 0.5
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.5
bgr: 0.0
mosaic: 1.0
mixup: 0.0
cutmix: 0.0
copy_paste: 0.0
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
cfg: null
tracker: botsort.yaml
save_dir: C:\Users\Laurent\Desktop\board-mate\rpi\training\result\edges-nano

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@@ -0,0 +1,117 @@
epoch,time,train/box_loss,train/seg_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),metrics/precision(M),metrics/recall(M),metrics/mAP50(M),metrics/mAP50-95(M),val/box_loss,val/seg_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
1,107.847,0.52721,0.86298,1.14096,1.02452,0.95706,0.96913,0.98188,0.88943,0.95461,0.96783,0.97848,0.92424,0.43132,0.42199,0.72877,1.04563,0.0033287,0.0033287,0.0033287
2,211.841,0.44686,0.4797,0.53649,0.95043,0.97437,0.95304,0.98593,0.917,0.9726,0.9513,0.97861,0.92974,0.36926,0.50062,0.43777,0.96565,0.00661807,0.00661807,0.00661807
3,308,0.51156,0.51316,0.48149,0.97834,0.9446,0.95913,0.97742,0.88401,0.94374,0.95826,0.97528,0.91235,0.44433,0.50938,0.41321,1.03414,0.00986343,0.00986343,0.00986343
4,405.057,0.5207,0.54139,0.444,0.98303,0.94353,0.97338,0.97167,0.8953,0.941,0.97077,0.96878,0.91011,0.38921,0.50847,0.37159,0.98678,0.009802,0.009802,0.009802
5,503.769,0.48829,0.50109,0.39484,0.9659,0.96479,0.95739,0.9814,0.91605,0.96391,0.95652,0.98075,0.94035,0.37348,0.40976,0.34067,0.98688,0.009736,0.009736,0.009736
6,603.199,0.44573,0.46749,0.35913,0.94838,0.95772,0.98498,0.98425,0.93875,0.95603,0.98324,0.98323,0.95328,0.30719,0.33623,0.30263,0.92314,0.00967,0.00967,0.00967
7,701.51,0.42676,0.44513,0.34182,0.94303,0.96426,0.98531,0.99037,0.95563,0.96256,0.98375,0.98949,0.96634,0.29032,0.31303,0.25712,0.89738,0.009604,0.009604,0.009604
8,800.417,0.40862,0.4292,0.32337,0.93522,0.9692,0.99043,0.99207,0.95962,0.96835,0.98957,0.99176,0.97232,0.27948,0.30555,0.24238,0.89432,0.009538,0.009538,0.009538
9,899.854,0.39211,0.41682,0.30726,0.92751,0.97541,0.98522,0.99297,0.96516,0.97369,0.98348,0.99245,0.97488,0.27858,0.30034,0.23503,0.89253,0.009472,0.009472,0.009472
10,998.52,0.37684,0.39683,0.29676,0.92015,0.96844,0.98725,0.99224,0.96648,0.96767,0.98892,0.99137,0.97177,0.2589,0.30764,0.22978,0.87593,0.009406,0.009406,0.009406
11,1099.57,0.36701,0.3901,0.29155,0.91807,0.97418,0.98261,0.99171,0.96789,0.97245,0.98087,0.99115,0.97332,0.26057,0.28331,0.23488,0.87961,0.00934,0.00934,0.00934
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13,1298.74,0.34492,0.36335,0.27292,0.91135,0.96843,0.98698,0.9909,0.9572,0.96672,0.98524,0.98923,0.96333,0.25834,0.28256,0.2392,0.88907,0.009208,0.009208,0.009208
14,1395.12,0.34504,0.363,0.27146,0.9142,0.9668,0.98768,0.98881,0.96683,0.96595,0.98681,0.98818,0.9743,0.24674,0.27189,0.21869,0.87302,0.009142,0.009142,0.009142
15,1490.44,0.33934,0.35701,0.26753,0.91182,0.97507,0.98629,0.99286,0.97156,0.97421,0.98542,0.99266,0.97694,0.24772,0.27236,0.20878,0.86691,0.009076,0.009076,0.009076
16,1589.01,0.32836,0.34028,0.2593,0.90553,0.97563,0.99217,0.99296,0.97335,0.97478,0.9913,0.99273,0.98075,0.22147,0.2518,0.20329,0.84851,0.00901,0.00901,0.00901
17,1688.77,0.32741,0.34381,0.25711,0.90524,0.97663,0.98609,0.99208,0.97429,0.97577,0.98522,0.99138,0.97726,0.21371,0.24954,0.19601,0.84607,0.008944,0.008944,0.008944
18,1787.51,0.3245,0.33391,0.25284,0.90678,0.97665,0.98348,0.99259,0.97682,0.97578,0.98261,0.99222,0.98053,0.21078,0.24404,0.18937,0.84082,0.008878,0.008878,0.008878
19,1886.49,0.31572,0.33354,0.24965,0.89871,0.97977,0.98261,0.9924,0.97865,0.97817,0.98087,0.99144,0.9801,0.20476,0.24179,0.19052,0.83205,0.008812,0.008812,0.008812
20,1984.11,0.31172,0.33331,0.24687,0.90068,0.9827,0.98816,0.99354,0.98233,0.98184,0.98729,0.99312,0.98418,0.20096,0.25097,0.17218,0.82988,0.008746,0.008746,0.008746
21,2081.73,0.31086,0.32866,0.24377,0.89988,0.98765,0.98174,0.99339,0.97762,0.98677,0.98087,0.99293,0.98155,0.21773,0.23336,0.18595,0.84376,0.00868,0.00868,0.00868
22,2176.5,0.30628,0.32043,0.23928,0.90007,0.986,0.98022,0.99243,0.97854,0.98513,0.97935,0.99179,0.97967,0.1986,0.23492,0.18422,0.83212,0.008614,0.008614,0.008614
23,2273.73,0.29791,0.31342,0.23157,0.89284,0.98023,0.99182,0.99259,0.98277,0.97937,0.99095,0.99239,0.98313,0.1893,0.22676,0.17066,0.8275,0.008548,0.008548,0.008548
24,2373.58,0.29793,0.3141,0.23308,0.89246,0.98319,0.99304,0.99291,0.98368,0.98233,0.99217,0.99259,0.9827,0.18488,0.23068,0.16163,0.82214,0.008482,0.008482,0.008482
25,2471.68,0.29756,0.31658,0.23125,0.89431,0.98024,0.99191,0.993,0.98238,0.97938,0.99107,0.99249,0.98302,0.1895,0.22699,0.17048,0.82978,0.008416,0.008416,0.008416
26,2569.79,0.29619,0.30354,0.23038,0.89486,0.98768,0.98522,0.99336,0.98248,0.98506,0.98261,0.99276,0.98343,0.19131,0.22987,0.16194,0.82622,0.00835,0.00835,0.00835
27,2668.19,0.29071,0.31135,0.22767,0.89316,0.97596,0.9884,0.99275,0.982,0.9751,0.98753,0.99256,0.98184,0.18551,0.2253,0.16818,0.81831,0.008284,0.008284,0.008284
28,2767.34,0.28938,0.31037,0.22534,0.89248,0.97924,0.98418,0.99194,0.98112,0.9775,0.98244,0.99144,0.98149,0.18282,0.21719,0.17099,0.82046,0.008218,0.008218,0.008218
29,2863.38,0.28634,0.30647,0.2266,0.89076,0.9852,0.98375,0.99333,0.98135,0.98345,0.98201,0.99205,0.98352,0.18189,0.21539,0.16538,0.81536,0.008152,0.008152,0.008152
30,2961.53,0.28431,0.30689,0.22148,0.88882,0.9832,0.98348,0.99303,0.98327,0.98233,0.98261,0.99238,0.98341,0.1805,0.21713,0.16704,0.81625,0.008086,0.008086,0.008086
31,3060.95,0.28019,0.30226,0.21823,0.88867,0.97834,0.9913,0.99307,0.98274,0.97748,0.99043,0.99235,0.98211,0.17961,0.22615,0.16259,0.81651,0.00802,0.00802,0.00802
32,3159.09,0.28009,0.29671,0.21843,0.88636,0.98622,0.98696,0.99274,0.98474,0.98535,0.98609,0.99159,0.98474,0.1755,0.22404,0.15472,0.81,0.007954,0.007954,0.007954
33,3283.17,0.27592,0.29208,0.21545,0.88575,0.98512,0.98696,0.99307,0.98394,0.98425,0.98609,0.99264,0.98547,0.17483,0.21325,0.15813,0.81005,0.007888,0.007888,0.007888
34,3428.45,0.27591,0.29288,0.21188,0.89014,0.98611,0.98806,0.99342,0.98452,0.98525,0.98719,0.993,0.98523,0.17652,0.20526,0.15379,0.81851,0.007822,0.007822,0.007822
35,3550.9,0.27433,0.2968,0.21354,0.88813,0.97851,0.98972,0.99297,0.98386,0.97765,0.98885,0.99262,0.98422,0.17037,0.21182,0.14861,0.80926,0.007756,0.007756,0.007756
36,3657.09,0.27319,0.287,0.2105,0.88652,0.97939,0.99164,0.99332,0.98437,0.97853,0.99085,0.99242,0.98552,0.16931,0.21514,0.15294,0.8092,0.00769,0.00769,0.00769
37,3782.23,0.26943,0.28317,0.21014,0.88438,0.98784,0.98876,0.99285,0.98559,0.98697,0.98789,0.99202,0.9857,0.16731,0.21337,0.15326,0.80781,0.007624,0.007624,0.007624
38,3940.62,0.27105,0.28908,0.21144,0.88662,0.99213,0.98699,0.99338,0.98617,0.9891,0.98783,0.9926,0.98656,0.15869,0.2083,0.13522,0.8036,0.007558,0.007558,0.007558
39,4072.86,0.26492,0.27526,0.20484,0.88591,0.98964,0.98696,0.99281,0.98695,0.98877,0.98609,0.99181,0.98614,0.16551,0.2036,0.14647,0.80637,0.007492,0.007492,0.007492
40,4172.63,0.26602,0.28533,0.20697,0.88646,0.98528,0.98921,0.9936,0.98422,0.98441,0.98834,0.99293,0.98513,0.16638,0.20797,0.1441,0.8097,0.007426,0.007426,0.007426
41,4279.16,0.26753,0.27984,0.20912,0.88635,0.98823,0.9887,0.9937,0.98625,0.9865,0.98696,0.99293,0.98627,0.15909,0.20736,0.14165,0.80237,0.00736,0.00736,0.00736
42,4379.6,0.26213,0.27729,0.202,0.88377,0.98898,0.98783,0.99328,0.98681,0.98811,0.98696,0.99268,0.98722,0.16117,0.20903,0.14508,0.8047,0.007294,0.007294,0.007294
43,4482.65,0.26356,0.27833,0.20689,0.8846,0.98664,0.99043,0.99348,0.98706,0.98491,0.9887,0.99285,0.98634,0.15905,0.21222,0.14651,0.80541,0.007228,0.007228,0.007228
44,4587.38,0.26245,0.2721,0.20489,0.88247,0.9794,0.99242,0.99279,0.98484,0.97855,0.99155,0.99227,0.98563,0.15991,0.20451,0.1494,0.8079,0.007162,0.007162,0.007162
45,4720.87,0.26093,0.27546,0.20192,0.88395,0.98712,0.98435,0.99327,0.9859,0.98538,0.98261,0.99286,0.98608,0.15651,0.20262,0.14215,0.80211,0.007096,0.007096,0.007096
46,4836.26,0.25691,0.27387,0.19994,0.8795,0.97768,0.99038,0.99316,0.98708,0.97682,0.98951,0.9927,0.98675,0.14856,0.20668,0.13947,0.79501,0.00703,0.00703,0.00703
47,4937.59,0.26141,0.27651,0.20042,0.8849,0.98872,0.99067,0.99365,0.98785,0.98785,0.9898,0.99308,0.98787,0.15137,0.20431,0.13473,0.80331,0.006964,0.006964,0.006964
48,5076.53,0.25335,0.26878,0.19769,0.8797,0.98691,0.98957,0.99366,0.98749,0.98604,0.9887,0.99322,0.98674,0.1512,0.20275,0.13833,0.7981,0.006898,0.006898,0.006898
49,5221.15,0.25461,0.26933,0.19551,0.8829,0.99032,0.97891,0.99312,0.9857,0.98944,0.97804,0.99217,0.98494,0.15005,0.20016,0.13982,0.79806,0.006832,0.006832,0.006832
50,5347.85,0.25388,0.26372,0.20132,0.88001,0.98603,0.98609,0.99279,0.98544,0.98436,0.98529,0.99222,0.98599,0.16602,0.19515,0.16115,0.81139,0.006766,0.006766,0.006766
51,5446.41,0.25017,0.26252,0.19767,0.88037,0.98386,0.98957,0.9935,0.98808,0.98299,0.9887,0.99301,0.98793,0.14872,0.19888,0.14064,0.79716,0.0067,0.0067,0.0067
52,5546.74,0.24902,0.26676,0.19416,0.88038,0.98597,0.98696,0.99361,0.98833,0.9851,0.98609,0.99294,0.98854,0.1473,0.19526,0.13054,0.79453,0.006634,0.006634,0.006634
53,5648.25,0.25061,0.26463,0.19772,0.87817,0.98249,0.98957,0.99353,0.98846,0.98163,0.9887,0.9931,0.98846,0.14946,0.1953,0.13429,0.79606,0.006568,0.006568,0.006568
54,5748.43,0.24758,0.26677,0.19111,0.87727,0.98957,0.99015,0.99375,0.98856,0.9887,0.98928,0.99343,0.98851,0.14773,0.19844,0.13145,0.79443,0.006502,0.006502,0.006502
55,5847.71,0.24924,0.26486,0.19337,0.87963,0.99035,0.98696,0.99349,0.98674,0.98948,0.98609,0.99286,0.98746,0.14658,0.19858,0.13049,0.79657,0.006436,0.006436,0.006436
56,5948.91,0.24522,0.2614,0.18804,0.8765,0.98634,0.98783,0.99357,0.98774,0.98547,0.98696,0.99312,0.98804,0.14555,0.19767,0.12854,0.79345,0.00637,0.00637,0.00637
57,6046.81,0.24461,0.25488,0.1877,0.87849,0.99018,0.98522,0.99339,0.98798,0.98931,0.98435,0.99276,0.98708,0.14312,0.19874,0.12753,0.79348,0.006304,0.006304,0.006304
58,6146.2,0.24441,0.26141,0.18825,0.8783,0.98528,0.98965,0.99346,0.98791,0.98442,0.98878,0.99271,0.98708,0.14057,0.19596,0.12326,0.79345,0.006238,0.006238,0.006238
59,6246.06,0.23959,0.2483,0.18563,0.87405,0.9876,0.9913,0.99345,0.98837,0.98673,0.99043,0.99292,0.98837,0.13775,0.19224,0.12165,0.79272,0.006172,0.006172,0.006172
60,6346.47,0.23885,0.25093,0.18315,0.8762,0.99046,0.98783,0.99346,0.98739,0.98959,0.98696,0.99309,0.98757,0.13777,0.19455,0.12347,0.79413,0.006106,0.006106,0.006106
61,6445.7,0.24102,0.25811,0.18485,0.87531,0.98787,0.99043,0.99375,0.98854,0.987,0.98957,0.99333,0.98913,0.13641,0.19321,0.11934,0.79002,0.00604,0.00604,0.00604
62,6546.68,0.23896,0.25377,0.1834,0.87567,0.99111,0.9913,0.99379,0.98876,0.99024,0.99043,0.99335,0.98931,0.13539,0.19097,0.11847,0.79166,0.005974,0.005974,0.005974
63,6646.1,0.23742,0.24918,0.18155,0.87494,0.98927,0.9913,0.99385,0.9888,0.9884,0.99043,0.99369,0.98909,0.13428,0.19132,0.11804,0.79076,0.005908,0.005908,0.005908
64,6746.41,0.23531,0.24925,0.18051,0.87635,0.99061,0.9887,0.99377,0.98918,0.98974,0.98783,0.99358,0.98915,0.1357,0.19201,0.11777,0.79173,0.005842,0.005842,0.005842
65,6845.24,0.23575,0.25051,0.17938,0.87435,0.99169,0.98783,0.99377,0.99001,0.99081,0.98696,0.99322,0.98949,0.13505,0.19327,0.11525,0.79065,0.005776,0.005776,0.005776
66,6945.39,0.23063,0.24356,0.17718,0.87477,0.99355,0.98696,0.99359,0.99022,0.99268,0.98609,0.9932,0.98921,0.13243,0.19537,0.11622,0.7896,0.00571,0.00571,0.00571
67,7045.89,0.23135,0.24419,0.17955,0.87322,0.99226,0.98522,0.99366,0.99024,0.99138,0.98435,0.9931,0.9895,0.13099,0.19336,0.11721,0.78831,0.005644,0.005644,0.005644
68,7145.09,0.23057,0.24131,0.17753,0.87449,0.9912,0.9913,0.99393,0.98994,0.99033,0.99043,0.99333,0.98966,0.13016,0.19263,0.11315,0.78685,0.005578,0.005578,0.005578
69,7241.54,0.23138,0.24037,0.1771,0.87235,0.99295,0.98783,0.99399,0.99037,0.99208,0.98696,0.99352,0.98936,0.12992,0.19553,0.11402,0.78607,0.005512,0.005512,0.005512
70,7339.34,0.23042,0.24063,0.17737,0.87156,0.99043,0.99001,0.99402,0.99001,0.98956,0.98919,0.99359,0.9897,0.12757,0.195,0.11428,0.78472,0.005446,0.005446,0.005446
71,7440.52,0.22789,0.24112,0.17268,0.87278,0.99126,0.98668,0.99386,0.98904,0.99039,0.98606,0.99343,0.98935,0.12873,0.19415,0.1132,0.78489,0.00538,0.00538,0.00538
72,7541.18,0.23064,0.24128,0.17866,0.8756,0.99126,0.98623,0.99373,0.99002,0.99039,0.98587,0.99324,0.98932,0.12882,0.18836,0.11673,0.78488,0.005314,0.005314,0.005314
73,7642.52,0.22769,0.24242,0.17408,0.87305,0.99304,0.98522,0.99384,0.98968,0.99129,0.98348,0.99337,0.98942,0.12898,0.18826,0.11708,0.78523,0.005248,0.005248,0.005248
74,7744.03,0.22611,0.24119,0.17246,0.86984,0.99041,0.98782,0.99373,0.9901,0.98752,0.98609,0.99321,0.98912,0.1296,0.18957,0.12095,0.78648,0.005182,0.005182,0.005182
75,7847.33,0.22393,0.23545,0.17213,0.87062,0.99353,0.98522,0.99384,0.99031,0.98444,0.99,0.9934,0.98962,0.12963,0.18741,0.12031,0.78659,0.005116,0.005116,0.005116
76,7948.12,0.22531,0.23716,0.17236,0.87239,0.99137,0.98522,0.99372,0.99016,0.98951,0.98387,0.99303,0.98935,0.12738,0.18816,0.11963,0.78498,0.00505,0.00505,0.00505
77,8048.73,0.22722,0.24195,0.17362,0.87179,0.98965,0.98522,0.99368,0.98937,0.9879,0.98348,0.99303,0.98896,0.12702,0.18462,0.11948,0.7845,0.004984,0.004984,0.004984
78,8149.22,0.22423,0.23931,0.16946,0.87213,0.98988,0.98522,0.99386,0.98951,0.98813,0.98348,0.99328,0.98925,0.12623,0.18385,0.11818,0.78371,0.004918,0.004918,0.004918
79,8248.95,0.22342,0.2358,0.17204,0.87211,0.99022,0.98522,0.99378,0.98962,0.98847,0.98348,0.99322,0.98908,0.12468,0.18246,0.1195,0.78236,0.004852,0.004852,0.004852
80,8349.88,0.22232,0.22808,0.16801,0.87284,0.98959,0.9887,0.99368,0.99002,0.98785,0.98696,0.99308,0.98892,0.1247,0.18315,0.11735,0.78294,0.004786,0.004786,0.004786
81,8449.66,0.22067,0.23243,0.16748,0.87033,0.99126,0.98631,0.99359,0.9903,0.99039,0.98544,0.99324,0.9894,0.12434,0.17951,0.11361,0.78327,0.00472,0.00472,0.00472
82,8551.93,0.22243,0.22983,0.16944,0.87181,0.98729,0.9913,0.99381,0.99031,0.98642,0.99043,0.99352,0.98972,0.12484,0.17985,0.11328,0.78381,0.004654,0.004654,0.004654
83,8648.59,0.22028,0.23233,0.16666,0.8705,0.98923,0.99043,0.99379,0.99063,0.98738,0.98957,0.99348,0.98982,0.12503,0.17971,0.11253,0.7841,0.004588,0.004588,0.004588
84,8748.67,0.21639,0.22697,0.16399,0.87016,0.98957,0.98962,0.99378,0.99036,0.9887,0.98878,0.9934,0.98954,0.12442,0.18161,0.11082,0.78324,0.004522,0.004522,0.004522
85,8850.99,0.21939,0.22881,0.16786,0.87219,0.99043,0.99043,0.99379,0.99043,0.98956,0.98957,0.99338,0.98981,0.12324,0.18243,0.11056,0.7824,0.004456,0.004456,0.004456
86,8950.73,0.21613,0.22691,0.16661,0.8692,0.98833,0.9913,0.99371,0.99018,0.98746,0.99043,0.99327,0.98942,0.12193,0.18335,0.11169,0.78142,0.00439,0.00439,0.00439
87,9051.13,0.21453,0.2228,0.16246,0.86885,0.98872,0.99096,0.99371,0.99013,0.98785,0.99009,0.99323,0.9893,0.12044,0.18404,0.11258,0.78011,0.004324,0.004324,0.004324
88,9152.48,0.21682,0.22344,0.16186,0.87082,0.98926,0.98957,0.99365,0.99007,0.98752,0.98783,0.99305,0.9892,0.11985,0.18472,0.11146,0.77982,0.004258,0.004258,0.004258
89,9255.58,0.21336,0.22346,0.16062,0.86966,0.98867,0.98957,0.99345,0.98968,0.98693,0.98783,0.99281,0.98888,0.12109,0.1848,0.11003,0.78052,0.004192,0.004192,0.004192
90,9357.27,0.21107,0.22494,0.1601,0.86871,0.98813,0.98957,0.99364,0.99027,0.98639,0.98783,0.99296,0.98896,0.12081,0.18615,0.10934,0.77999,0.004126,0.004126,0.004126
91,9459.27,0.21223,0.22007,0.16388,0.86684,0.98856,0.99043,0.99386,0.99049,0.98682,0.9887,0.9933,0.98997,0.1189,0.18616,0.10993,0.77835,0.00406,0.00406,0.00406
92,9561.02,0.21092,0.2237,0.16179,0.8681,0.9897,0.9887,0.99389,0.9904,0.98712,0.9887,0.9934,0.98989,0.11821,0.18479,0.10797,0.77804,0.003994,0.003994,0.003994
93,9660.85,0.21216,0.22736,0.16144,0.8675,0.99013,0.99043,0.99394,0.99103,0.98835,0.9887,0.99337,0.99023,0.11807,0.18461,0.10653,0.77787,0.003928,0.003928,0.003928
94,9759.24,0.20852,0.21977,0.15714,0.86504,0.99099,0.99043,0.99397,0.99106,0.99012,0.98957,0.9935,0.99032,0.11778,0.18495,0.10632,0.7777,0.003862,0.003862,0.003862
95,9857.62,0.20808,0.22114,0.15844,0.8692,0.99099,0.99043,0.9939,0.99046,0.98902,0.9887,0.99332,0.99022,0.11763,0.18441,0.10582,0.77763,0.003796,0.003796,0.003796
96,9957.91,0.20941,0.22203,0.15866,0.86763,0.99129,0.98975,0.9939,0.99146,0.99042,0.98888,0.99342,0.99029,0.11712,0.18465,0.10474,0.77737,0.00373,0.00373,0.00373
97,10056.3,0.20591,0.21762,0.15666,0.86606,0.99214,0.98843,0.99391,0.99114,0.99127,0.98756,0.99351,0.99036,0.11673,0.18515,0.1042,0.77721,0.003664,0.003664,0.003664
98,10155.7,0.20691,0.21885,0.15554,0.86666,0.99128,0.98834,0.99386,0.99055,0.99041,0.98747,0.99348,0.99029,0.1163,0.1856,0.10369,0.77695,0.003598,0.003598,0.003598
99,10256.9,0.20577,0.22249,0.15425,0.86595,0.99127,0.98765,0.99364,0.99068,0.9904,0.98678,0.99324,0.98948,0.11618,0.18499,0.10421,0.77715,0.003532,0.003532,0.003532
100,10355.6,0.20311,0.22198,0.15325,0.86532,0.98871,0.98991,0.99384,0.99049,0.98784,0.98904,0.99351,0.9897,0.11577,0.18463,0.10425,0.77677,0.003466,0.003466,0.003466
101,10454.2,0.20147,0.21825,0.15342,0.86525,0.99128,0.98889,0.99385,0.99052,0.99041,0.98802,0.99349,0.98977,0.11572,0.18382,0.10408,0.77696,0.0034,0.0034,0.0034
102,10553.8,0.20307,0.21295,0.15367,0.86584,0.99128,0.98868,0.99387,0.99046,0.99041,0.98782,0.99352,0.99026,0.11598,0.18367,0.10393,0.77721,0.003334,0.003334,0.003334
103,10654.4,0.19875,0.21258,0.15119,0.86495,0.99128,0.98906,0.99389,0.99087,0.99041,0.98819,0.99356,0.98972,0.11595,0.18309,0.1052,0.77713,0.003268,0.003268,0.003268
104,10754.4,0.20044,0.21075,0.15066,0.86607,0.99088,0.9887,0.99385,0.99076,0.98869,0.98806,0.99337,0.98953,0.11607,0.18257,0.10604,0.77726,0.003202,0.003202,0.003202
105,10853.6,0.19926,0.21057,0.15057,0.86453,0.99006,0.9887,0.99386,0.99079,0.98918,0.98783,0.99335,0.98946,0.1159,0.18214,0.1055,0.77734,0.003136,0.003136,0.003136
106,10953.1,0.19816,0.20993,0.14868,0.86661,0.99073,0.9887,0.99382,0.99091,0.98943,0.98783,0.99335,0.98965,0.11551,0.18218,0.10496,0.7771,0.00307,0.00307,0.00307
107,11054,0.19633,0.20936,0.14867,0.86245,0.99096,0.9887,0.99382,0.99105,0.99009,0.98783,0.99349,0.98964,0.11532,0.18185,0.10473,0.77706,0.003004,0.003004,0.003004
108,11155.2,0.19543,0.2036,0.14753,0.86271,0.99089,0.9887,0.9938,0.99108,0.99002,0.98783,0.99349,0.98983,0.11502,0.18157,0.10491,0.77704,0.002938,0.002938,0.002938
109,11254.4,0.19574,0.20854,0.14731,0.86331,0.99117,0.9887,0.9938,0.99111,0.9903,0.98783,0.99349,0.99033,0.11477,0.18158,0.10344,0.77694,0.002872,0.002872,0.002872
110,11353.2,0.19467,0.20632,0.14752,0.86375,0.99123,0.9887,0.99371,0.99117,0.99035,0.98783,0.99344,0.9904,0.11454,0.18164,0.10356,0.77685,0.002806,0.002806,0.002806
111,11451.9,0.19519,0.20673,0.14668,0.86527,0.99126,0.9887,0.99373,0.99114,0.99039,0.98783,0.99342,0.99039,0.11439,0.1819,0.10273,0.77671,0.00274,0.00274,0.00274
112,11551.9,0.19518,0.20664,0.14639,0.86516,0.99138,0.9887,0.99369,0.99116,0.99051,0.98783,0.9934,0.99026,0.11426,0.18205,0.10282,0.77664,0.002674,0.002674,0.002674
113,11650.2,0.19237,0.20567,0.14408,0.86097,0.9919,0.9887,0.99375,0.99126,0.99102,0.98783,0.99348,0.99029,0.11428,0.1821,0.1023,0.77659,0.002608,0.002608,0.002608
114,11751.6,0.19364,0.20859,0.14529,0.86164,0.99063,0.9887,0.99379,0.99078,0.98976,0.98783,0.99351,0.99022,0.11414,0.18241,0.10206,0.77656,0.002542,0.002542,0.002542
115,11851.6,0.19133,0.20368,0.14179,0.86322,0.99041,0.9887,0.9938,0.99073,0.98954,0.98783,0.99353,0.98979,0.11408,0.18219,0.10188,0.77652,0.002476,0.002476,0.002476
116,11951.7,0.18858,0.20079,0.14123,0.8617,0.99053,0.98783,0.99382,0.99079,0.98966,0.98696,0.99352,0.9898,0.11395,0.18198,0.10164,0.77645,0.00241,0.00241,0.00241
1 epoch time train/box_loss train/seg_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) metrics/precision(M) metrics/recall(M) metrics/mAP50(M) metrics/mAP50-95(M) val/box_loss val/seg_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 107.847 0.52721 0.86298 1.14096 1.02452 0.95706 0.96913 0.98188 0.88943 0.95461 0.96783 0.97848 0.92424 0.43132 0.42199 0.72877 1.04563 0.0033287 0.0033287 0.0033287
3 2 211.841 0.44686 0.4797 0.53649 0.95043 0.97437 0.95304 0.98593 0.917 0.9726 0.9513 0.97861 0.92974 0.36926 0.50062 0.43777 0.96565 0.00661807 0.00661807 0.00661807
4 3 308 0.51156 0.51316 0.48149 0.97834 0.9446 0.95913 0.97742 0.88401 0.94374 0.95826 0.97528 0.91235 0.44433 0.50938 0.41321 1.03414 0.00986343 0.00986343 0.00986343
5 4 405.057 0.5207 0.54139 0.444 0.98303 0.94353 0.97338 0.97167 0.8953 0.941 0.97077 0.96878 0.91011 0.38921 0.50847 0.37159 0.98678 0.009802 0.009802 0.009802
6 5 503.769 0.48829 0.50109 0.39484 0.9659 0.96479 0.95739 0.9814 0.91605 0.96391 0.95652 0.98075 0.94035 0.37348 0.40976 0.34067 0.98688 0.009736 0.009736 0.009736
7 6 603.199 0.44573 0.46749 0.35913 0.94838 0.95772 0.98498 0.98425 0.93875 0.95603 0.98324 0.98323 0.95328 0.30719 0.33623 0.30263 0.92314 0.00967 0.00967 0.00967
8 7 701.51 0.42676 0.44513 0.34182 0.94303 0.96426 0.98531 0.99037 0.95563 0.96256 0.98375 0.98949 0.96634 0.29032 0.31303 0.25712 0.89738 0.009604 0.009604 0.009604
9 8 800.417 0.40862 0.4292 0.32337 0.93522 0.9692 0.99043 0.99207 0.95962 0.96835 0.98957 0.99176 0.97232 0.27948 0.30555 0.24238 0.89432 0.009538 0.009538 0.009538
10 9 899.854 0.39211 0.41682 0.30726 0.92751 0.97541 0.98522 0.99297 0.96516 0.97369 0.98348 0.99245 0.97488 0.27858 0.30034 0.23503 0.89253 0.009472 0.009472 0.009472
11 10 998.52 0.37684 0.39683 0.29676 0.92015 0.96844 0.98725 0.99224 0.96648 0.96767 0.98892 0.99137 0.97177 0.2589 0.30764 0.22978 0.87593 0.009406 0.009406 0.009406
12 11 1099.57 0.36701 0.3901 0.29155 0.91807 0.97418 0.98261 0.99171 0.96789 0.97245 0.98087 0.99115 0.97332 0.26057 0.28331 0.23488 0.87961 0.00934 0.00934 0.00934
13 12 1198.78 0.35667 0.37464 0.28446 0.91647 0.9783 0.98001 0.99237 0.96782 0.97656 0.97827 0.99185 0.97345 0.25721 0.27423 0.21859 0.87886 0.009274 0.009274 0.009274
14 13 1298.74 0.34492 0.36335 0.27292 0.91135 0.96843 0.98698 0.9909 0.9572 0.96672 0.98524 0.98923 0.96333 0.25834 0.28256 0.2392 0.88907 0.009208 0.009208 0.009208
15 14 1395.12 0.34504 0.363 0.27146 0.9142 0.9668 0.98768 0.98881 0.96683 0.96595 0.98681 0.98818 0.9743 0.24674 0.27189 0.21869 0.87302 0.009142 0.009142 0.009142
16 15 1490.44 0.33934 0.35701 0.26753 0.91182 0.97507 0.98629 0.99286 0.97156 0.97421 0.98542 0.99266 0.97694 0.24772 0.27236 0.20878 0.86691 0.009076 0.009076 0.009076
17 16 1589.01 0.32836 0.34028 0.2593 0.90553 0.97563 0.99217 0.99296 0.97335 0.97478 0.9913 0.99273 0.98075 0.22147 0.2518 0.20329 0.84851 0.00901 0.00901 0.00901
18 17 1688.77 0.32741 0.34381 0.25711 0.90524 0.97663 0.98609 0.99208 0.97429 0.97577 0.98522 0.99138 0.97726 0.21371 0.24954 0.19601 0.84607 0.008944 0.008944 0.008944
19 18 1787.51 0.3245 0.33391 0.25284 0.90678 0.97665 0.98348 0.99259 0.97682 0.97578 0.98261 0.99222 0.98053 0.21078 0.24404 0.18937 0.84082 0.008878 0.008878 0.008878
20 19 1886.49 0.31572 0.33354 0.24965 0.89871 0.97977 0.98261 0.9924 0.97865 0.97817 0.98087 0.99144 0.9801 0.20476 0.24179 0.19052 0.83205 0.008812 0.008812 0.008812
21 20 1984.11 0.31172 0.33331 0.24687 0.90068 0.9827 0.98816 0.99354 0.98233 0.98184 0.98729 0.99312 0.98418 0.20096 0.25097 0.17218 0.82988 0.008746 0.008746 0.008746
22 21 2081.73 0.31086 0.32866 0.24377 0.89988 0.98765 0.98174 0.99339 0.97762 0.98677 0.98087 0.99293 0.98155 0.21773 0.23336 0.18595 0.84376 0.00868 0.00868 0.00868
23 22 2176.5 0.30628 0.32043 0.23928 0.90007 0.986 0.98022 0.99243 0.97854 0.98513 0.97935 0.99179 0.97967 0.1986 0.23492 0.18422 0.83212 0.008614 0.008614 0.008614
24 23 2273.73 0.29791 0.31342 0.23157 0.89284 0.98023 0.99182 0.99259 0.98277 0.97937 0.99095 0.99239 0.98313 0.1893 0.22676 0.17066 0.8275 0.008548 0.008548 0.008548
25 24 2373.58 0.29793 0.3141 0.23308 0.89246 0.98319 0.99304 0.99291 0.98368 0.98233 0.99217 0.99259 0.9827 0.18488 0.23068 0.16163 0.82214 0.008482 0.008482 0.008482
26 25 2471.68 0.29756 0.31658 0.23125 0.89431 0.98024 0.99191 0.993 0.98238 0.97938 0.99107 0.99249 0.98302 0.1895 0.22699 0.17048 0.82978 0.008416 0.008416 0.008416
27 26 2569.79 0.29619 0.30354 0.23038 0.89486 0.98768 0.98522 0.99336 0.98248 0.98506 0.98261 0.99276 0.98343 0.19131 0.22987 0.16194 0.82622 0.00835 0.00835 0.00835
28 27 2668.19 0.29071 0.31135 0.22767 0.89316 0.97596 0.9884 0.99275 0.982 0.9751 0.98753 0.99256 0.98184 0.18551 0.2253 0.16818 0.81831 0.008284 0.008284 0.008284
29 28 2767.34 0.28938 0.31037 0.22534 0.89248 0.97924 0.98418 0.99194 0.98112 0.9775 0.98244 0.99144 0.98149 0.18282 0.21719 0.17099 0.82046 0.008218 0.008218 0.008218
30 29 2863.38 0.28634 0.30647 0.2266 0.89076 0.9852 0.98375 0.99333 0.98135 0.98345 0.98201 0.99205 0.98352 0.18189 0.21539 0.16538 0.81536 0.008152 0.008152 0.008152
31 30 2961.53 0.28431 0.30689 0.22148 0.88882 0.9832 0.98348 0.99303 0.98327 0.98233 0.98261 0.99238 0.98341 0.1805 0.21713 0.16704 0.81625 0.008086 0.008086 0.008086
32 31 3060.95 0.28019 0.30226 0.21823 0.88867 0.97834 0.9913 0.99307 0.98274 0.97748 0.99043 0.99235 0.98211 0.17961 0.22615 0.16259 0.81651 0.00802 0.00802 0.00802
33 32 3159.09 0.28009 0.29671 0.21843 0.88636 0.98622 0.98696 0.99274 0.98474 0.98535 0.98609 0.99159 0.98474 0.1755 0.22404 0.15472 0.81 0.007954 0.007954 0.007954
34 33 3283.17 0.27592 0.29208 0.21545 0.88575 0.98512 0.98696 0.99307 0.98394 0.98425 0.98609 0.99264 0.98547 0.17483 0.21325 0.15813 0.81005 0.007888 0.007888 0.007888
35 34 3428.45 0.27591 0.29288 0.21188 0.89014 0.98611 0.98806 0.99342 0.98452 0.98525 0.98719 0.993 0.98523 0.17652 0.20526 0.15379 0.81851 0.007822 0.007822 0.007822
36 35 3550.9 0.27433 0.2968 0.21354 0.88813 0.97851 0.98972 0.99297 0.98386 0.97765 0.98885 0.99262 0.98422 0.17037 0.21182 0.14861 0.80926 0.007756 0.007756 0.007756
37 36 3657.09 0.27319 0.287 0.2105 0.88652 0.97939 0.99164 0.99332 0.98437 0.97853 0.99085 0.99242 0.98552 0.16931 0.21514 0.15294 0.8092 0.00769 0.00769 0.00769
38 37 3782.23 0.26943 0.28317 0.21014 0.88438 0.98784 0.98876 0.99285 0.98559 0.98697 0.98789 0.99202 0.9857 0.16731 0.21337 0.15326 0.80781 0.007624 0.007624 0.007624
39 38 3940.62 0.27105 0.28908 0.21144 0.88662 0.99213 0.98699 0.99338 0.98617 0.9891 0.98783 0.9926 0.98656 0.15869 0.2083 0.13522 0.8036 0.007558 0.007558 0.007558
40 39 4072.86 0.26492 0.27526 0.20484 0.88591 0.98964 0.98696 0.99281 0.98695 0.98877 0.98609 0.99181 0.98614 0.16551 0.2036 0.14647 0.80637 0.007492 0.007492 0.007492
41 40 4172.63 0.26602 0.28533 0.20697 0.88646 0.98528 0.98921 0.9936 0.98422 0.98441 0.98834 0.99293 0.98513 0.16638 0.20797 0.1441 0.8097 0.007426 0.007426 0.007426
42 41 4279.16 0.26753 0.27984 0.20912 0.88635 0.98823 0.9887 0.9937 0.98625 0.9865 0.98696 0.99293 0.98627 0.15909 0.20736 0.14165 0.80237 0.00736 0.00736 0.00736
43 42 4379.6 0.26213 0.27729 0.202 0.88377 0.98898 0.98783 0.99328 0.98681 0.98811 0.98696 0.99268 0.98722 0.16117 0.20903 0.14508 0.8047 0.007294 0.007294 0.007294
44 43 4482.65 0.26356 0.27833 0.20689 0.8846 0.98664 0.99043 0.99348 0.98706 0.98491 0.9887 0.99285 0.98634 0.15905 0.21222 0.14651 0.80541 0.007228 0.007228 0.007228
45 44 4587.38 0.26245 0.2721 0.20489 0.88247 0.9794 0.99242 0.99279 0.98484 0.97855 0.99155 0.99227 0.98563 0.15991 0.20451 0.1494 0.8079 0.007162 0.007162 0.007162
46 45 4720.87 0.26093 0.27546 0.20192 0.88395 0.98712 0.98435 0.99327 0.9859 0.98538 0.98261 0.99286 0.98608 0.15651 0.20262 0.14215 0.80211 0.007096 0.007096 0.007096
47 46 4836.26 0.25691 0.27387 0.19994 0.8795 0.97768 0.99038 0.99316 0.98708 0.97682 0.98951 0.9927 0.98675 0.14856 0.20668 0.13947 0.79501 0.00703 0.00703 0.00703
48 47 4937.59 0.26141 0.27651 0.20042 0.8849 0.98872 0.99067 0.99365 0.98785 0.98785 0.9898 0.99308 0.98787 0.15137 0.20431 0.13473 0.80331 0.006964 0.006964 0.006964
49 48 5076.53 0.25335 0.26878 0.19769 0.8797 0.98691 0.98957 0.99366 0.98749 0.98604 0.9887 0.99322 0.98674 0.1512 0.20275 0.13833 0.7981 0.006898 0.006898 0.006898
50 49 5221.15 0.25461 0.26933 0.19551 0.8829 0.99032 0.97891 0.99312 0.9857 0.98944 0.97804 0.99217 0.98494 0.15005 0.20016 0.13982 0.79806 0.006832 0.006832 0.006832
51 50 5347.85 0.25388 0.26372 0.20132 0.88001 0.98603 0.98609 0.99279 0.98544 0.98436 0.98529 0.99222 0.98599 0.16602 0.19515 0.16115 0.81139 0.006766 0.006766 0.006766
52 51 5446.41 0.25017 0.26252 0.19767 0.88037 0.98386 0.98957 0.9935 0.98808 0.98299 0.9887 0.99301 0.98793 0.14872 0.19888 0.14064 0.79716 0.0067 0.0067 0.0067
53 52 5546.74 0.24902 0.26676 0.19416 0.88038 0.98597 0.98696 0.99361 0.98833 0.9851 0.98609 0.99294 0.98854 0.1473 0.19526 0.13054 0.79453 0.006634 0.006634 0.006634
54 53 5648.25 0.25061 0.26463 0.19772 0.87817 0.98249 0.98957 0.99353 0.98846 0.98163 0.9887 0.9931 0.98846 0.14946 0.1953 0.13429 0.79606 0.006568 0.006568 0.006568
55 54 5748.43 0.24758 0.26677 0.19111 0.87727 0.98957 0.99015 0.99375 0.98856 0.9887 0.98928 0.99343 0.98851 0.14773 0.19844 0.13145 0.79443 0.006502 0.006502 0.006502
56 55 5847.71 0.24924 0.26486 0.19337 0.87963 0.99035 0.98696 0.99349 0.98674 0.98948 0.98609 0.99286 0.98746 0.14658 0.19858 0.13049 0.79657 0.006436 0.006436 0.006436
57 56 5948.91 0.24522 0.2614 0.18804 0.8765 0.98634 0.98783 0.99357 0.98774 0.98547 0.98696 0.99312 0.98804 0.14555 0.19767 0.12854 0.79345 0.00637 0.00637 0.00637
58 57 6046.81 0.24461 0.25488 0.1877 0.87849 0.99018 0.98522 0.99339 0.98798 0.98931 0.98435 0.99276 0.98708 0.14312 0.19874 0.12753 0.79348 0.006304 0.006304 0.006304
59 58 6146.2 0.24441 0.26141 0.18825 0.8783 0.98528 0.98965 0.99346 0.98791 0.98442 0.98878 0.99271 0.98708 0.14057 0.19596 0.12326 0.79345 0.006238 0.006238 0.006238
60 59 6246.06 0.23959 0.2483 0.18563 0.87405 0.9876 0.9913 0.99345 0.98837 0.98673 0.99043 0.99292 0.98837 0.13775 0.19224 0.12165 0.79272 0.006172 0.006172 0.006172
61 60 6346.47 0.23885 0.25093 0.18315 0.8762 0.99046 0.98783 0.99346 0.98739 0.98959 0.98696 0.99309 0.98757 0.13777 0.19455 0.12347 0.79413 0.006106 0.006106 0.006106
62 61 6445.7 0.24102 0.25811 0.18485 0.87531 0.98787 0.99043 0.99375 0.98854 0.987 0.98957 0.99333 0.98913 0.13641 0.19321 0.11934 0.79002 0.00604 0.00604 0.00604
63 62 6546.68 0.23896 0.25377 0.1834 0.87567 0.99111 0.9913 0.99379 0.98876 0.99024 0.99043 0.99335 0.98931 0.13539 0.19097 0.11847 0.79166 0.005974 0.005974 0.005974
64 63 6646.1 0.23742 0.24918 0.18155 0.87494 0.98927 0.9913 0.99385 0.9888 0.9884 0.99043 0.99369 0.98909 0.13428 0.19132 0.11804 0.79076 0.005908 0.005908 0.005908
65 64 6746.41 0.23531 0.24925 0.18051 0.87635 0.99061 0.9887 0.99377 0.98918 0.98974 0.98783 0.99358 0.98915 0.1357 0.19201 0.11777 0.79173 0.005842 0.005842 0.005842
66 65 6845.24 0.23575 0.25051 0.17938 0.87435 0.99169 0.98783 0.99377 0.99001 0.99081 0.98696 0.99322 0.98949 0.13505 0.19327 0.11525 0.79065 0.005776 0.005776 0.005776
67 66 6945.39 0.23063 0.24356 0.17718 0.87477 0.99355 0.98696 0.99359 0.99022 0.99268 0.98609 0.9932 0.98921 0.13243 0.19537 0.11622 0.7896 0.00571 0.00571 0.00571
68 67 7045.89 0.23135 0.24419 0.17955 0.87322 0.99226 0.98522 0.99366 0.99024 0.99138 0.98435 0.9931 0.9895 0.13099 0.19336 0.11721 0.78831 0.005644 0.005644 0.005644
69 68 7145.09 0.23057 0.24131 0.17753 0.87449 0.9912 0.9913 0.99393 0.98994 0.99033 0.99043 0.99333 0.98966 0.13016 0.19263 0.11315 0.78685 0.005578 0.005578 0.005578
70 69 7241.54 0.23138 0.24037 0.1771 0.87235 0.99295 0.98783 0.99399 0.99037 0.99208 0.98696 0.99352 0.98936 0.12992 0.19553 0.11402 0.78607 0.005512 0.005512 0.005512
71 70 7339.34 0.23042 0.24063 0.17737 0.87156 0.99043 0.99001 0.99402 0.99001 0.98956 0.98919 0.99359 0.9897 0.12757 0.195 0.11428 0.78472 0.005446 0.005446 0.005446
72 71 7440.52 0.22789 0.24112 0.17268 0.87278 0.99126 0.98668 0.99386 0.98904 0.99039 0.98606 0.99343 0.98935 0.12873 0.19415 0.1132 0.78489 0.00538 0.00538 0.00538
73 72 7541.18 0.23064 0.24128 0.17866 0.8756 0.99126 0.98623 0.99373 0.99002 0.99039 0.98587 0.99324 0.98932 0.12882 0.18836 0.11673 0.78488 0.005314 0.005314 0.005314
74 73 7642.52 0.22769 0.24242 0.17408 0.87305 0.99304 0.98522 0.99384 0.98968 0.99129 0.98348 0.99337 0.98942 0.12898 0.18826 0.11708 0.78523 0.005248 0.005248 0.005248
75 74 7744.03 0.22611 0.24119 0.17246 0.86984 0.99041 0.98782 0.99373 0.9901 0.98752 0.98609 0.99321 0.98912 0.1296 0.18957 0.12095 0.78648 0.005182 0.005182 0.005182
76 75 7847.33 0.22393 0.23545 0.17213 0.87062 0.99353 0.98522 0.99384 0.99031 0.98444 0.99 0.9934 0.98962 0.12963 0.18741 0.12031 0.78659 0.005116 0.005116 0.005116
77 76 7948.12 0.22531 0.23716 0.17236 0.87239 0.99137 0.98522 0.99372 0.99016 0.98951 0.98387 0.99303 0.98935 0.12738 0.18816 0.11963 0.78498 0.00505 0.00505 0.00505
78 77 8048.73 0.22722 0.24195 0.17362 0.87179 0.98965 0.98522 0.99368 0.98937 0.9879 0.98348 0.99303 0.98896 0.12702 0.18462 0.11948 0.7845 0.004984 0.004984 0.004984
79 78 8149.22 0.22423 0.23931 0.16946 0.87213 0.98988 0.98522 0.99386 0.98951 0.98813 0.98348 0.99328 0.98925 0.12623 0.18385 0.11818 0.78371 0.004918 0.004918 0.004918
80 79 8248.95 0.22342 0.2358 0.17204 0.87211 0.99022 0.98522 0.99378 0.98962 0.98847 0.98348 0.99322 0.98908 0.12468 0.18246 0.1195 0.78236 0.004852 0.004852 0.004852
81 80 8349.88 0.22232 0.22808 0.16801 0.87284 0.98959 0.9887 0.99368 0.99002 0.98785 0.98696 0.99308 0.98892 0.1247 0.18315 0.11735 0.78294 0.004786 0.004786 0.004786
82 81 8449.66 0.22067 0.23243 0.16748 0.87033 0.99126 0.98631 0.99359 0.9903 0.99039 0.98544 0.99324 0.9894 0.12434 0.17951 0.11361 0.78327 0.00472 0.00472 0.00472
83 82 8551.93 0.22243 0.22983 0.16944 0.87181 0.98729 0.9913 0.99381 0.99031 0.98642 0.99043 0.99352 0.98972 0.12484 0.17985 0.11328 0.78381 0.004654 0.004654 0.004654
84 83 8648.59 0.22028 0.23233 0.16666 0.8705 0.98923 0.99043 0.99379 0.99063 0.98738 0.98957 0.99348 0.98982 0.12503 0.17971 0.11253 0.7841 0.004588 0.004588 0.004588
85 84 8748.67 0.21639 0.22697 0.16399 0.87016 0.98957 0.98962 0.99378 0.99036 0.9887 0.98878 0.9934 0.98954 0.12442 0.18161 0.11082 0.78324 0.004522 0.004522 0.004522
86 85 8850.99 0.21939 0.22881 0.16786 0.87219 0.99043 0.99043 0.99379 0.99043 0.98956 0.98957 0.99338 0.98981 0.12324 0.18243 0.11056 0.7824 0.004456 0.004456 0.004456
87 86 8950.73 0.21613 0.22691 0.16661 0.8692 0.98833 0.9913 0.99371 0.99018 0.98746 0.99043 0.99327 0.98942 0.12193 0.18335 0.11169 0.78142 0.00439 0.00439 0.00439
88 87 9051.13 0.21453 0.2228 0.16246 0.86885 0.98872 0.99096 0.99371 0.99013 0.98785 0.99009 0.99323 0.9893 0.12044 0.18404 0.11258 0.78011 0.004324 0.004324 0.004324
89 88 9152.48 0.21682 0.22344 0.16186 0.87082 0.98926 0.98957 0.99365 0.99007 0.98752 0.98783 0.99305 0.9892 0.11985 0.18472 0.11146 0.77982 0.004258 0.004258 0.004258
90 89 9255.58 0.21336 0.22346 0.16062 0.86966 0.98867 0.98957 0.99345 0.98968 0.98693 0.98783 0.99281 0.98888 0.12109 0.1848 0.11003 0.78052 0.004192 0.004192 0.004192
91 90 9357.27 0.21107 0.22494 0.1601 0.86871 0.98813 0.98957 0.99364 0.99027 0.98639 0.98783 0.99296 0.98896 0.12081 0.18615 0.10934 0.77999 0.004126 0.004126 0.004126
92 91 9459.27 0.21223 0.22007 0.16388 0.86684 0.98856 0.99043 0.99386 0.99049 0.98682 0.9887 0.9933 0.98997 0.1189 0.18616 0.10993 0.77835 0.00406 0.00406 0.00406
93 92 9561.02 0.21092 0.2237 0.16179 0.8681 0.9897 0.9887 0.99389 0.9904 0.98712 0.9887 0.9934 0.98989 0.11821 0.18479 0.10797 0.77804 0.003994 0.003994 0.003994
94 93 9660.85 0.21216 0.22736 0.16144 0.8675 0.99013 0.99043 0.99394 0.99103 0.98835 0.9887 0.99337 0.99023 0.11807 0.18461 0.10653 0.77787 0.003928 0.003928 0.003928
95 94 9759.24 0.20852 0.21977 0.15714 0.86504 0.99099 0.99043 0.99397 0.99106 0.99012 0.98957 0.9935 0.99032 0.11778 0.18495 0.10632 0.7777 0.003862 0.003862 0.003862
96 95 9857.62 0.20808 0.22114 0.15844 0.8692 0.99099 0.99043 0.9939 0.99046 0.98902 0.9887 0.99332 0.99022 0.11763 0.18441 0.10582 0.77763 0.003796 0.003796 0.003796
97 96 9957.91 0.20941 0.22203 0.15866 0.86763 0.99129 0.98975 0.9939 0.99146 0.99042 0.98888 0.99342 0.99029 0.11712 0.18465 0.10474 0.77737 0.00373 0.00373 0.00373
98 97 10056.3 0.20591 0.21762 0.15666 0.86606 0.99214 0.98843 0.99391 0.99114 0.99127 0.98756 0.99351 0.99036 0.11673 0.18515 0.1042 0.77721 0.003664 0.003664 0.003664
99 98 10155.7 0.20691 0.21885 0.15554 0.86666 0.99128 0.98834 0.99386 0.99055 0.99041 0.98747 0.99348 0.99029 0.1163 0.1856 0.10369 0.77695 0.003598 0.003598 0.003598
100 99 10256.9 0.20577 0.22249 0.15425 0.86595 0.99127 0.98765 0.99364 0.99068 0.9904 0.98678 0.99324 0.98948 0.11618 0.18499 0.10421 0.77715 0.003532 0.003532 0.003532
101 100 10355.6 0.20311 0.22198 0.15325 0.86532 0.98871 0.98991 0.99384 0.99049 0.98784 0.98904 0.99351 0.9897 0.11577 0.18463 0.10425 0.77677 0.003466 0.003466 0.003466
102 101 10454.2 0.20147 0.21825 0.15342 0.86525 0.99128 0.98889 0.99385 0.99052 0.99041 0.98802 0.99349 0.98977 0.11572 0.18382 0.10408 0.77696 0.0034 0.0034 0.0034
103 102 10553.8 0.20307 0.21295 0.15367 0.86584 0.99128 0.98868 0.99387 0.99046 0.99041 0.98782 0.99352 0.99026 0.11598 0.18367 0.10393 0.77721 0.003334 0.003334 0.003334
104 103 10654.4 0.19875 0.21258 0.15119 0.86495 0.99128 0.98906 0.99389 0.99087 0.99041 0.98819 0.99356 0.98972 0.11595 0.18309 0.1052 0.77713 0.003268 0.003268 0.003268
105 104 10754.4 0.20044 0.21075 0.15066 0.86607 0.99088 0.9887 0.99385 0.99076 0.98869 0.98806 0.99337 0.98953 0.11607 0.18257 0.10604 0.77726 0.003202 0.003202 0.003202
106 105 10853.6 0.19926 0.21057 0.15057 0.86453 0.99006 0.9887 0.99386 0.99079 0.98918 0.98783 0.99335 0.98946 0.1159 0.18214 0.1055 0.77734 0.003136 0.003136 0.003136
107 106 10953.1 0.19816 0.20993 0.14868 0.86661 0.99073 0.9887 0.99382 0.99091 0.98943 0.98783 0.99335 0.98965 0.11551 0.18218 0.10496 0.7771 0.00307 0.00307 0.00307
108 107 11054 0.19633 0.20936 0.14867 0.86245 0.99096 0.9887 0.99382 0.99105 0.99009 0.98783 0.99349 0.98964 0.11532 0.18185 0.10473 0.77706 0.003004 0.003004 0.003004
109 108 11155.2 0.19543 0.2036 0.14753 0.86271 0.99089 0.9887 0.9938 0.99108 0.99002 0.98783 0.99349 0.98983 0.11502 0.18157 0.10491 0.77704 0.002938 0.002938 0.002938
110 109 11254.4 0.19574 0.20854 0.14731 0.86331 0.99117 0.9887 0.9938 0.99111 0.9903 0.98783 0.99349 0.99033 0.11477 0.18158 0.10344 0.77694 0.002872 0.002872 0.002872
111 110 11353.2 0.19467 0.20632 0.14752 0.86375 0.99123 0.9887 0.99371 0.99117 0.99035 0.98783 0.99344 0.9904 0.11454 0.18164 0.10356 0.77685 0.002806 0.002806 0.002806
112 111 11451.9 0.19519 0.20673 0.14668 0.86527 0.99126 0.9887 0.99373 0.99114 0.99039 0.98783 0.99342 0.99039 0.11439 0.1819 0.10273 0.77671 0.00274 0.00274 0.00274
113 112 11551.9 0.19518 0.20664 0.14639 0.86516 0.99138 0.9887 0.99369 0.99116 0.99051 0.98783 0.9934 0.99026 0.11426 0.18205 0.10282 0.77664 0.002674 0.002674 0.002674
114 113 11650.2 0.19237 0.20567 0.14408 0.86097 0.9919 0.9887 0.99375 0.99126 0.99102 0.98783 0.99348 0.99029 0.11428 0.1821 0.1023 0.77659 0.002608 0.002608 0.002608
115 114 11751.6 0.19364 0.20859 0.14529 0.86164 0.99063 0.9887 0.99379 0.99078 0.98976 0.98783 0.99351 0.99022 0.11414 0.18241 0.10206 0.77656 0.002542 0.002542 0.002542
116 115 11851.6 0.19133 0.20368 0.14179 0.86322 0.99041 0.9887 0.9938 0.99073 0.98954 0.98783 0.99353 0.98979 0.11408 0.18219 0.10188 0.77652 0.002476 0.002476 0.002476
117 116 11951.7 0.18858 0.20079 0.14123 0.8617 0.99053 0.98783 0.99382 0.99079 0.98966 0.98696 0.99352 0.9898 0.11395 0.18198 0.10164 0.77645 0.00241 0.00241 0.00241

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@@ -0,0 +1,106 @@
task: detect
mode: train
model: models/yolo11n.pt
data: ./datasets/unified/data.yaml
epochs: 200
time: null
patience: 30
batch: 12
imgsz: 640
save: true
save_period: -1
cache: false
device: '0'
workers: 8
project: result
name: unified-training
exist_ok: true
pretrained: true
optimizer: auto
verbose: true
seed: 0
deterministic: true
single_cls: false
rect: false
cos_lr: false
close_mosaic: 10
resume: false
amp: true
fraction: 1.0
profile: false
freeze: null
multi_scale: false
compile: false
overlap_mask: true
mask_ratio: 4
dropout: 0.0
val: true
split: val
save_json: false
conf: null
iou: 0.7
max_det: 300
half: false
dnn: false
plots: true
source: null
vid_stride: 1
stream_buffer: false
visualize: false
augment: false
agnostic_nms: false
classes: null
retina_masks: false
embed: null
show: false
save_frames: false
save_txt: false
save_conf: false
save_crop: false
show_labels: true
show_conf: true
show_boxes: true
line_width: null
format: torchscript
keras: false
optimize: false
int8: false
dynamic: false
simplify: true
opset: null
workspace: null
nms: false
lr0: 0.01
lrf: 0.01
momentum: 0.937
weight_decay: 0.0005
warmup_epochs: 3.0
warmup_momentum: 0.8
warmup_bias_lr: 0.1
box: 7.5
cls: 0.5
dfl: 1.5
pose: 12.0
kobj: 1.0
nbs: 64
hsv_h: 0.015
hsv_s: 0.7
hsv_v: 0.4
degrees: 0.0
translate: 0.1
scale: 0.5
shear: 0.0
perspective: 0.0
flipud: 0.0
fliplr: 0.5
bgr: 0.0
mosaic: 1.0
mixup: 0.0
cutmix: 0.0
copy_paste: 0.0
copy_paste_mode: flip
auto_augment: randaugment
erasing: 0.4
cfg: null
tracker: botsort.yaml
save_dir: C:\Users\Laurent\Desktop\board-mate\rpi\training\result\unified-training

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@@ -0,0 +1,201 @@
epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,metrics/precision(B),metrics/recall(B),metrics/mAP50(B),metrics/mAP50-95(B),val/box_loss,val/cls_loss,val/dfl_loss,lr/pg0,lr/pg1,lr/pg2
1,387.074,1.54135,2.249,1.22945,0.56834,0.67345,0.59013,0.36616,1.33114,1.37185,1.26692,0.00333233,0.00333233,0.00333233
2,784.042,1.39816,1.48273,1.16556,0.69801,0.7264,0.73772,0.47791,1.27288,1.11363,1.22931,0.00663267,0.00663267,0.00663267
3,1165.34,1.37564,1.35535,1.1369,0.74141,0.73593,0.7686,0.5011,1.26132,1.04966,1.20057,0.00990001,0.00990001,0.00990001
4,1547.23,1.34984,1.26506,1.11352,0.79277,0.77083,0.81105,0.54335,1.22806,0.90764,1.15669,0.0098515,0.0098515,0.0098515
5,1933.74,1.30709,1.16458,1.08535,0.83504,0.78384,0.84333,0.57119,1.20297,0.81422,1.13262,0.009802,0.009802,0.009802
6,2314.5,1.2783,1.09528,1.06905,0.84057,0.80746,0.85442,0.58529,1.17929,0.76579,1.12204,0.0097525,0.0097525,0.0097525
7,2701.44,1.25912,1.05677,1.0595,0.85394,0.81041,0.86402,0.594,1.16945,0.73629,1.11388,0.009703,0.009703,0.009703
8,3088.63,1.24198,1.02315,1.0497,0.87621,0.8176,0.87362,0.60549,1.15063,0.70447,1.10297,0.0096535,0.0096535,0.0096535
9,3470.46,1.22953,1.00064,1.04537,0.87753,0.82792,0.87625,0.61221,1.13665,0.67866,1.09384,0.009604,0.009604,0.009604
10,3851.1,1.21881,0.97735,1.03972,0.88893,0.82854,0.88463,0.61992,1.12885,0.66714,1.08698,0.0095545,0.0095545,0.0095545
11,4233.49,1.21282,0.96904,1.03596,0.89095,0.83323,0.88558,0.6247,1.11411,0.65207,1.07961,0.009505,0.009505,0.009505
12,4616.67,1.20187,0.95111,1.03052,0.88547,0.84135,0.88672,0.63328,1.08935,0.63966,1.06848,0.0094555,0.0094555,0.0094555
13,5000.29,1.19383,0.94615,1.02721,0.89592,0.84269,0.89072,0.63885,1.08179,0.62822,1.06381,0.009406,0.009406,0.009406
14,5377.32,1.18517,0.93859,1.02283,0.89876,0.84111,0.89159,0.6402,1.07666,0.62622,1.06023,0.0093565,0.0093565,0.0093565
15,5750.2,1.17877,0.92156,1.01921,0.90101,0.84185,0.89203,0.64277,1.07085,0.61489,1.05477,0.009307,0.009307,0.009307
16,6127.21,1.17622,0.91773,1.01664,0.90304,0.84476,0.89433,0.64575,1.06439,0.60887,1.05182,0.0092575,0.0092575,0.0092575
17,6504.99,1.16711,0.90912,1.01357,0.9012,0.84905,0.89537,0.64806,1.05778,0.60524,1.04919,0.009208,0.009208,0.009208
18,6900.64,1.16465,0.90184,1.01353,0.90181,0.85085,0.89579,0.64951,1.053,0.59944,1.04613,0.0091585,0.0091585,0.0091585
19,7301.08,1.15978,0.8963,1.01033,0.90537,0.85051,0.89671,0.65143,1.04909,0.59652,1.04367,0.009109,0.009109,0.009109
20,7708.07,1.1554,0.8919,1.00774,0.90847,0.84966,0.89751,0.65208,1.0471,0.59352,1.04185,0.0090595,0.0090595,0.0090595
21,8115.23,1.15368,0.88704,1.00851,0.90991,0.84988,0.89801,0.65341,1.04493,0.59069,1.04107,0.00901,0.00901,0.00901
22,8525.53,1.14982,0.88713,1.00604,0.91219,0.84936,0.89859,0.65432,1.04312,0.58909,1.04013,0.0089605,0.0089605,0.0089605
23,8936.32,1.14372,0.87668,1.0034,0.91337,0.84911,0.89921,0.6554,1.04104,0.58682,1.03915,0.008911,0.008911,0.008911
24,9342.14,1.14249,0.87387,1.00257,0.91423,0.84981,0.89973,0.65613,1.03913,0.58478,1.03817,0.0088615,0.0088615,0.0088615
25,9746.49,1.13734,0.87047,1.00072,0.91366,0.85107,0.90009,0.65671,1.03762,0.58281,1.03719,0.008812,0.008812,0.008812
26,10137.1,1.13697,0.8669,1.00021,0.91379,0.85191,0.90036,0.65729,1.03598,0.58113,1.03629,0.0087625,0.0087625,0.0087625
27,10619.2,1.13603,0.86501,0.99951,0.91506,0.85187,0.90063,0.65806,1.03462,0.57935,1.03555,0.008713,0.008713,0.008713
28,11165.9,1.1351,0.86129,0.9988,0.915,0.85292,0.90094,0.65866,1.03352,0.57796,1.03481,0.0086635,0.0086635,0.0086635
29,11663.5,1.12921,0.85704,0.99725,0.91483,0.85357,0.90123,0.65923,1.03238,0.57688,1.03423,0.008614,0.008614,0.008614
30,12034.2,1.12876,0.85636,0.99732,0.91792,0.85217,0.90147,0.65976,1.03119,0.57544,1.03344,0.0085645,0.0085645,0.0085645
31,12401.5,1.12578,0.85306,0.99566,0.91902,0.85182,0.90179,0.66029,1.03,0.57439,1.03272,0.008515,0.008515,0.008515
32,12770.2,1.12534,0.84938,0.99476,0.91993,0.85148,0.90216,0.66108,1.02879,0.57293,1.03195,0.0084655,0.0084655,0.0084655
33,13148.2,1.12078,0.84847,0.99323,0.92082,0.85197,0.90252,0.66174,1.02762,0.57172,1.03132,0.008416,0.008416,0.008416
34,13531,1.12241,0.84556,0.99309,0.9202,0.85336,0.90267,0.66231,1.02651,0.57023,1.03066,0.0083665,0.0083665,0.0083665
35,13900.1,1.11806,0.8405,0.9924,0.92225,0.85241,0.90286,0.6628,1.02579,0.56958,1.03022,0.008317,0.008317,0.008317
36,14268.1,1.11719,0.84149,0.99192,0.92165,0.85306,0.90311,0.66329,1.02455,0.56832,1.02958,0.0082675,0.0082675,0.0082675
37,14649.3,1.11641,0.84061,0.99077,0.92157,0.85379,0.90341,0.66373,1.02339,0.56689,1.02896,0.008218,0.008218,0.008218
38,15022.9,1.11421,0.83634,0.99017,0.92124,0.85473,0.90352,0.6642,1.02211,0.56533,1.02831,0.0081685,0.0081685,0.0081685
39,15403.7,1.11692,0.83423,0.99093,0.92288,0.85375,0.90376,0.66459,1.02113,0.56424,1.02762,0.008119,0.008119,0.008119
40,15784.3,1.11144,0.83242,0.98912,0.92354,0.85361,0.90384,0.66512,1.02015,0.56286,1.02695,0.0080695,0.0080695,0.0080695
41,16167.1,1.1094,0.83134,0.98814,0.92376,0.85416,0.90401,0.66557,1.01906,0.5619,1.0262,0.00802,0.00802,0.00802
42,16551.5,1.11004,0.82936,0.98819,0.92484,0.85449,0.90407,0.66588,1.01816,0.5608,1.02553,0.0079705,0.0079705,0.0079705
43,16919,1.10806,0.82789,0.98839,0.92504,0.8547,0.90426,0.66648,1.01706,0.56019,1.02472,0.007921,0.007921,0.007921
44,17278.5,1.10426,0.82016,0.986,0.92566,0.85479,0.9045,0.667,1.0161,0.55929,1.02399,0.0078715,0.0078715,0.0078715
45,17654.3,1.1051,0.82223,0.98627,0.92601,0.85531,0.90462,0.66742,1.01534,0.55826,1.02342,0.007822,0.007822,0.007822
46,18048.6,1.10531,0.82358,0.98665,0.92804,0.85436,0.90478,0.66786,1.01463,0.5573,1.02289,0.0077725,0.0077725,0.0077725
47,18413.5,1.10193,0.81829,0.98553,0.9289,0.85387,0.90495,0.66833,1.01396,0.55655,1.02217,0.007723,0.007723,0.007723
48,18852.5,1.10089,0.81843,0.98506,0.92946,0.85439,0.90515,0.66882,1.01297,0.5554,1.02152,0.0076735,0.0076735,0.0076735
49,19243.8,1.09929,0.81562,0.98555,0.92996,0.85446,0.90529,0.66914,1.01223,0.55424,1.02099,0.007624,0.007624,0.007624
50,19634.3,1.10232,0.81414,0.98493,0.93078,0.85468,0.90547,0.66968,1.01157,0.55366,1.02026,0.0075745,0.0075745,0.0075745
51,20024.6,1.09908,0.81642,0.98522,0.93252,0.85413,0.90549,0.66988,1.01088,0.55252,1.01964,0.007525,0.007525,0.007525
52,20413.3,1.09525,0.81007,0.98347,0.93383,0.85417,0.90575,0.67019,1.00985,0.5513,1.01883,0.0074755,0.0074755,0.0074755
53,20891.1,1.09673,0.80907,0.98288,0.93345,0.85467,0.90579,0.67057,1.0089,0.55045,1.01806,0.007426,0.007426,0.007426
54,21376.7,1.09572,0.80743,0.9829,0.93392,0.85486,0.90591,0.671,1.00825,0.54973,1.0174,0.0073765,0.0073765,0.0073765
55,21769.9,1.09209,0.80945,0.98239,0.93451,0.85532,0.906,0.67148,1.00755,0.54884,1.01663,0.007327,0.007327,0.007327
56,22159.7,1.09288,0.80433,0.98168,0.93495,0.8558,0.90618,0.67198,1.00648,0.54699,1.01585,0.0072775,0.0072775,0.0072775
57,22556,1.09303,0.80478,0.98257,0.93485,0.85637,0.90623,0.67231,1.00585,0.54553,1.01528,0.007228,0.007228,0.007228
58,22943.6,1.09143,0.80066,0.98133,0.93582,0.85645,0.90633,0.67271,1.00496,0.54469,1.01477,0.0071785,0.0071785,0.0071785
59,23329.9,1.09125,0.80418,0.98185,0.93659,0.85655,0.90654,0.67294,1.00413,0.54303,1.01407,0.007129,0.007129,0.007129
60,23719.3,1.08502,0.79668,0.97872,0.93713,0.85638,0.90674,0.67338,1.00347,0.5421,1.01351,0.0070795,0.0070795,0.0070795
61,24122.6,1.08508,0.79801,0.97758,0.93795,0.85629,0.90687,0.67378,1.00281,0.54097,1.01284,0.00703,0.00703,0.00703
62,24523.5,1.08701,0.79921,0.97986,0.93791,0.85639,0.90698,0.67408,1.00206,0.54003,1.0122,0.0069805,0.0069805,0.0069805
63,24919.2,1.08329,0.79662,0.97884,0.93876,0.85636,0.90704,0.67445,1.00115,0.53914,1.01165,0.006931,0.006931,0.006931
64,25320.7,1.08157,0.79609,0.97877,0.93913,0.85664,0.9073,0.67481,1.00034,0.53834,1.01089,0.0068815,0.0068815,0.0068815
65,25715.8,1.08358,0.79559,0.97847,0.93969,0.85685,0.90752,0.67526,0.99967,0.53721,1.01014,0.006832,0.006832,0.006832
66,26151.5,1.08562,0.79828,0.97917,0.94055,0.85687,0.90764,0.67539,0.99894,0.53619,1.00964,0.0067825,0.0067825,0.0067825
67,26530.7,1.08082,0.79387,0.97911,0.94115,0.8566,0.90777,0.67588,0.99831,0.53515,1.0092,0.006733,0.006733,0.006733
68,26954.8,1.07998,0.79368,0.9787,0.94073,0.85735,0.90779,0.67618,0.99785,0.53446,1.00887,0.0066835,0.0066835,0.0066835
69,27474,1.07717,0.78887,0.97679,0.94061,0.8583,0.90793,0.67661,0.99721,0.53361,1.00811,0.006634,0.006634,0.006634
70,27843.9,1.07878,0.78739,0.97595,0.94142,0.8582,0.90799,0.67696,0.99638,0.53268,1.0075,0.0065845,0.0065845,0.0065845
71,28208.7,1.08077,0.78718,0.97676,0.94091,0.85907,0.90808,0.67734,0.99552,0.53173,1.00691,0.006535,0.006535,0.006535
72,28573.4,1.0796,0.78524,0.97743,0.9414,0.85971,0.90808,0.6776,0.99477,0.53098,1.00623,0.0064855,0.0064855,0.0064855
73,28937.5,1.07668,0.78862,0.97504,0.94228,0.85976,0.90818,0.67798,0.99401,0.52984,1.00547,0.006436,0.006436,0.006436
74,29294.9,1.07441,0.78503,0.97549,0.94273,0.86024,0.90831,0.67848,0.99319,0.52887,1.00482,0.0063865,0.0063865,0.0063865
75,29656.4,1.07226,0.78286,0.97437,0.94292,0.86033,0.9084,0.67868,0.99265,0.52796,1.00417,0.006337,0.006337,0.006337
76,30088.2,1.07542,0.78448,0.97552,0.94334,0.86042,0.9085,0.67913,0.99208,0.527,1.00367,0.0062875,0.0062875,0.0062875
77,30504.6,1.07317,0.78009,0.97482,0.94321,0.86082,0.9086,0.67933,0.99155,0.52625,1.00324,0.006238,0.006238,0.006238
78,30864.9,1.07024,0.78015,0.97357,0.94341,0.86119,0.90873,0.67984,0.99104,0.5257,1.00269,0.0061885,0.0061885,0.0061885
79,31231.8,1.07257,0.77927,0.97414,0.94309,0.86146,0.90883,0.68026,0.99048,0.52506,1.00188,0.006139,0.006139,0.006139
80,31595.9,1.07031,0.77456,0.97213,0.9434,0.86169,0.9089,0.6805,0.99009,0.52431,1.00134,0.0060895,0.0060895,0.0060895
81,31960.3,1.06834,0.77738,0.97308,0.94321,0.86217,0.90899,0.68088,0.98943,0.52383,1.00083,0.00604,0.00604,0.00604
82,32335.4,1.07021,0.77843,0.97348,0.94329,0.86268,0.90921,0.68117,0.98885,0.52311,1.00019,0.0059905,0.0059905,0.0059905
83,32731.2,1.06682,0.77537,0.97269,0.94293,0.86304,0.90928,0.68147,0.9883,0.5225,0.99974,0.005941,0.005941,0.005941
84,33117.1,1.06572,0.77023,0.97148,0.94272,0.86383,0.90934,0.68166,0.98781,0.52186,0.9991,0.0058915,0.0058915,0.0058915
85,33498.3,1.06636,0.77628,0.97252,0.94263,0.86448,0.90955,0.68199,0.98746,0.52114,0.99875,0.005842,0.005842,0.005842
86,33880.3,1.06399,0.76926,0.97116,0.94255,0.86434,0.90963,0.6822,0.98685,0.52028,0.9982,0.0057925,0.0057925,0.0057925
87,34264.4,1.06566,0.77226,0.97192,0.94267,0.8648,0.90979,0.68247,0.98667,0.51953,0.99802,0.005743,0.005743,0.005743
88,34648.2,1.06342,0.7702,0.96955,0.94222,0.86544,0.90979,0.68275,0.98641,0.51925,0.9976,0.0056935,0.0056935,0.0056935
89,35030.9,1.06352,0.76647,0.971,0.9428,0.86513,0.90974,0.68293,0.98604,0.51854,0.9972,0.005644,0.005644,0.005644
90,35412,1.06335,0.76641,0.97104,0.94242,0.86585,0.90975,0.68328,0.98562,0.51821,0.99682,0.0055945,0.0055945,0.0055945
91,35793.8,1.06078,0.76719,0.97053,0.94205,0.8663,0.90985,0.68362,0.98475,0.51743,0.99608,0.005545,0.005545,0.005545
92,36175.3,1.06008,0.76809,0.96953,0.94225,0.86649,0.90998,0.68389,0.98441,0.51652,0.99566,0.0054955,0.0054955,0.0054955
93,36556.7,1.06228,0.76678,0.97099,0.94318,0.86605,0.9101,0.68408,0.98418,0.51615,0.99534,0.005446,0.005446,0.005446
94,36941.6,1.0563,0.75804,0.96813,0.94374,0.86549,0.9102,0.68447,0.9834,0.51529,0.9949,0.0053965,0.0053965,0.0053965
95,37323.8,1.05683,0.76068,0.96909,0.94376,0.86554,0.91031,0.6847,0.9829,0.5148,0.99438,0.005347,0.005347,0.005347
96,37708.4,1.05559,0.75825,0.96841,0.9438,0.86586,0.91029,0.68484,0.98253,0.51415,0.99403,0.0052975,0.0052975,0.0052975
97,38093.9,1.0567,0.76148,0.96849,0.94411,0.86609,0.9104,0.68506,0.98223,0.51394,0.99379,0.005248,0.005248,0.005248
98,38480.1,1.05594,0.75677,0.96858,0.94438,0.86618,0.91048,0.68525,0.98192,0.51366,0.99341,0.0051985,0.0051985,0.0051985
99,38863.5,1.05323,0.75696,0.96789,0.94451,0.86613,0.91056,0.6855,0.98144,0.51322,0.99288,0.005149,0.005149,0.005149
100,39419.8,1.05298,0.75681,0.96702,0.94499,0.86593,0.91062,0.68567,0.98111,0.51323,0.99242,0.0050995,0.0050995,0.0050995
101,39803.4,1.05262,0.75809,0.96782,0.94514,0.8658,0.9108,0.68577,0.98069,0.51288,0.99207,0.00505,0.00505,0.00505
102,40186.8,1.05373,0.7568,0.96737,0.94441,0.86664,0.91082,0.68602,0.98024,0.51211,0.99166,0.0050005,0.0050005,0.0050005
103,40573.2,1.05226,0.75694,0.9674,0.94422,0.86714,0.91089,0.68621,0.97982,0.51155,0.99124,0.004951,0.004951,0.004951
104,40993.3,1.0533,0.75373,0.96739,0.94435,0.86718,0.911,0.68647,0.97952,0.51093,0.99093,0.0049015,0.0049015,0.0049015
105,41570.4,1.04765,0.7531,0.96593,0.9458,0.86623,0.91096,0.68664,0.97898,0.5105,0.99062,0.004852,0.004852,0.004852
106,42092.9,1.0505,0.75415,0.96654,0.9456,0.86673,0.9111,0.68687,0.97853,0.51009,0.99033,0.0048025,0.0048025,0.0048025
107,42482,1.04624,0.7511,0.96535,0.94511,0.86702,0.9111,0.68694,0.97837,0.50984,0.98997,0.004753,0.004753,0.004753
108,42871.3,1.04777,0.75029,0.96513,0.94542,0.8668,0.91109,0.68711,0.97816,0.50961,0.98965,0.0047035,0.0047035,0.0047035
109,43264.7,1.04749,0.7482,0.96464,0.94601,0.86616,0.91108,0.68738,0.97797,0.50946,0.98922,0.004654,0.004654,0.004654
110,43641.7,1.04497,0.74572,0.96514,0.94553,0.86644,0.91116,0.68756,0.97736,0.50915,0.98876,0.0046045,0.0046045,0.0046045
111,44023.5,1.04476,0.74684,0.96389,0.94559,0.86664,0.91127,0.6877,0.9769,0.50889,0.98841,0.004555,0.004555,0.004555
112,44410.8,1.04327,0.74367,0.9634,0.94582,0.86679,0.91128,0.68774,0.97653,0.5085,0.98797,0.0045055,0.0045055,0.0045055
113,44796.8,1.04223,0.74269,0.9638,0.94565,0.86721,0.91136,0.68793,0.97644,0.50813,0.98765,0.004456,0.004456,0.004456
114,45182.7,1.03992,0.74263,0.96327,0.94551,0.86738,0.9115,0.68827,0.97612,0.50767,0.98733,0.0044065,0.0044065,0.0044065
115,45572.1,1.04063,0.73976,0.9636,0.94584,0.86761,0.91159,0.68842,0.97542,0.5073,0.98702,0.004357,0.004357,0.004357
116,45961.3,1.04146,0.74198,0.96347,0.94648,0.86786,0.91173,0.68857,0.97506,0.50679,0.98677,0.0043075,0.0043075,0.0043075
117,46367.8,1.03854,0.7381,0.96205,0.94662,0.86767,0.91179,0.68875,0.97476,0.50645,0.98652,0.004258,0.004258,0.004258
118,46755.2,1.04016,0.73999,0.96308,0.94677,0.86765,0.9118,0.68879,0.97438,0.50631,0.98627,0.0042085,0.0042085,0.0042085
119,47144.5,1.03722,0.7363,0.96312,0.94639,0.86757,0.91165,0.68889,0.97408,0.50604,0.98607,0.004159,0.004159,0.004159
120,47532.7,1.03819,0.73661,0.9629,0.94581,0.86792,0.91172,0.68909,0.97389,0.50577,0.986,0.0041095,0.0041095,0.0041095
121,47919.7,1.03418,0.73689,0.96115,0.94734,0.8671,0.91187,0.68934,0.97353,0.50564,0.9857,0.00406,0.00406,0.00406
122,48304.1,1.03435,0.7325,0.96066,0.94655,0.86779,0.91201,0.68955,0.97332,0.50536,0.9854,0.0040105,0.0040105,0.0040105
123,48672.2,1.0339,0.73304,0.96,0.94747,0.86731,0.91212,0.68974,0.97296,0.50501,0.98512,0.003961,0.003961,0.003961
124,49040.4,1.03223,0.72921,0.95974,0.9468,0.86772,0.91217,0.69004,0.97274,0.50459,0.98486,0.0039115,0.0039115,0.0039115
125,49408.2,1.0341,0.73242,0.96,0.9467,0.86837,0.9122,0.69015,0.97266,0.50416,0.9847,0.003862,0.003862,0.003862
126,49784.7,1.03182,0.73039,0.95989,0.94707,0.86807,0.91226,0.69035,0.97233,0.50381,0.98441,0.0038125,0.0038125,0.0038125
127,50234.1,1.03057,0.72791,0.95967,0.94691,0.86849,0.91234,0.69054,0.9719,0.50329,0.98418,0.003763,0.003763,0.003763
128,50649.4,1.02891,0.72826,0.95874,0.94592,0.86925,0.91235,0.69088,0.97141,0.50282,0.98396,0.0037135,0.0037135,0.0037135
129,51027.9,1.03088,0.72985,0.95897,0.94654,0.86912,0.91243,0.69099,0.97113,0.5026,0.98374,0.003664,0.003664,0.003664
130,51397.8,1.02951,0.72674,0.95881,0.94675,0.86896,0.91243,0.69106,0.9709,0.50257,0.98345,0.0036145,0.0036145,0.0036145
131,51769.2,1.0275,0.72663,0.95826,0.94683,0.8689,0.91238,0.69127,0.9702,0.50223,0.98286,0.003565,0.003565,0.003565
132,52159.1,1.02612,0.72065,0.9574,0.94698,0.86869,0.91245,0.69148,0.96971,0.50191,0.98259,0.0035155,0.0035155,0.0035155
133,52566.8,1.02638,0.72293,0.958,0.94738,0.86866,0.91246,0.69164,0.9694,0.50132,0.98231,0.003466,0.003466,0.003466
134,52940,1.02518,0.72275,0.95777,0.94724,0.86887,0.91255,0.69174,0.96918,0.5011,0.9821,0.0034165,0.0034165,0.0034165
135,53309,1.02277,0.71909,0.95747,0.9477,0.86876,0.91259,0.69183,0.96874,0.50094,0.98173,0.003367,0.003367,0.003367
136,53677.7,1.0265,0.726,0.95847,0.94733,0.86951,0.91258,0.69191,0.96849,0.50084,0.9816,0.0033175,0.0033175,0.0033175
137,54048.3,1.01992,0.71742,0.95651,0.94658,0.87051,0.91263,0.69207,0.9682,0.50056,0.98136,0.003268,0.003268,0.003268
138,54417.7,1.01813,0.71421,0.9561,0.94651,0.87054,0.91252,0.69234,0.96757,0.50004,0.98097,0.0032185,0.0032185,0.0032185
139,54789.1,1.01993,0.71707,0.9554,0.94577,0.87117,0.91258,0.69249,0.96709,0.49981,0.98057,0.003169,0.003169,0.003169
140,55157.4,1.01611,0.71153,0.95583,0.94538,0.87172,0.91253,0.69264,0.96689,0.49925,0.98048,0.0031195,0.0031195,0.0031195
141,55527.2,1.01735,0.71457,0.95532,0.94599,0.87157,0.91266,0.69278,0.9665,0.499,0.98025,0.00307,0.00307,0.00307
142,55900.5,1.01572,0.71535,0.95457,0.94618,0.87157,0.9127,0.69271,0.96639,0.49914,0.98015,0.0030205,0.0030205,0.0030205
143,56271.1,1.01253,0.71174,0.95415,0.94691,0.87101,0.91276,0.69297,0.96605,0.49918,0.9799,0.002971,0.002971,0.002971
144,56673.8,1.01214,0.70952,0.95423,0.94712,0.871,0.91287,0.69322,0.96569,0.49904,0.97963,0.0029215,0.0029215,0.0029215
145,57036.1,1.01236,0.70785,0.95411,0.94682,0.87088,0.91297,0.69342,0.96511,0.49852,0.97947,0.002872,0.002872,0.002872
146,57393.7,1.0129,0.70737,0.95355,0.94652,0.87079,0.91305,0.6935,0.9646,0.49829,0.97914,0.0028225,0.0028225,0.0028225
147,57752.4,1.01156,0.70568,0.95257,0.94687,0.87082,0.9132,0.69355,0.96434,0.49794,0.97893,0.002773,0.002773,0.002773
148,58116.3,1.01122,0.70574,0.95359,0.94601,0.8714,0.91316,0.69351,0.96416,0.49761,0.97861,0.0027235,0.0027235,0.0027235
149,58477.4,1.00715,0.70317,0.9519,0.94599,0.87152,0.91314,0.69386,0.96371,0.49725,0.97837,0.002674,0.002674,0.002674
150,58851.4,1.00911,0.70364,0.95277,0.94624,0.87107,0.91326,0.69405,0.96342,0.49696,0.97833,0.0026245,0.0026245,0.0026245
151,59233.5,1.00966,0.7035,0.95239,0.94734,0.87024,0.91323,0.69426,0.9632,0.49677,0.97811,0.002575,0.002575,0.002575
152,59617.7,1.00583,0.7016,0.95094,0.94707,0.8706,0.91333,0.6944,0.96302,0.49613,0.978,0.0025255,0.0025255,0.0025255
153,60001.7,1.0066,0.70014,0.95076,0.94793,0.87018,0.91344,0.69468,0.96262,0.49585,0.97785,0.002476,0.002476,0.002476
154,60383.8,1.00302,0.69818,0.95088,0.94894,0.86952,0.91347,0.69495,0.96221,0.49542,0.97775,0.0024265,0.0024265,0.0024265
155,60768.1,1.00319,0.69821,0.95181,0.94955,0.86941,0.91353,0.69524,0.96166,0.49512,0.97757,0.002377,0.002377,0.002377
156,61151.6,1.00393,0.69416,0.95128,0.94965,0.86944,0.91362,0.69542,0.96132,0.49494,0.97744,0.0023275,0.0023275,0.0023275
157,61534.3,1.00205,0.69411,0.95015,0.94931,0.86957,0.91369,0.6956,0.96113,0.49461,0.97723,0.002278,0.002278,0.002278
158,61917.3,1.00122,0.69456,0.94907,0.94935,0.86974,0.91391,0.69583,0.96098,0.49417,0.97696,0.0022285,0.0022285,0.0022285
159,62300,0.99761,0.68917,0.94806,0.94863,0.87064,0.91388,0.69614,0.96087,0.49421,0.97677,0.002179,0.002179,0.002179
160,62682.6,0.9975,0.69104,0.94908,0.9486,0.87101,0.91401,0.69647,0.9605,0.49382,0.97646,0.0021295,0.0021295,0.0021295
161,63066.3,0.99514,0.68634,0.94828,0.94991,0.87017,0.91421,0.69675,0.96021,0.49363,0.97609,0.00208,0.00208,0.00208
162,63449,0.99532,0.68594,0.94801,0.95085,0.86976,0.91428,0.69705,0.95992,0.49321,0.97593,0.0020305,0.0020305,0.0020305
163,63832.1,0.9932,0.68492,0.94767,0.95003,0.87022,0.91427,0.69725,0.95974,0.4933,0.97587,0.001981,0.001981,0.001981
164,64215.9,0.99204,0.68295,0.94682,0.95026,0.87019,0.91432,0.69749,0.95946,0.493,0.97565,0.0019315,0.0019315,0.0019315
165,64599.3,0.99298,0.68411,0.94683,0.95042,0.87036,0.91441,0.69751,0.95941,0.49299,0.97566,0.001882,0.001882,0.001882
166,64983,0.99121,0.68264,0.94703,0.95021,0.87066,0.91449,0.69766,0.95931,0.49266,0.9756,0.0018325,0.0018325,0.0018325
167,65366.6,0.98831,0.67835,0.94581,0.95039,0.87043,0.91439,0.69787,0.95912,0.49235,0.97551,0.001783,0.001783,0.001783
168,65749.9,0.98778,0.6779,0.94405,0.95019,0.87102,0.91456,0.69826,0.95861,0.49215,0.9752,0.0017335,0.0017335,0.0017335
169,66133.7,0.98531,0.67835,0.94452,0.94997,0.87149,0.91468,0.69853,0.95818,0.49189,0.97504,0.001684,0.001684,0.001684
170,66516.4,0.98374,0.67366,0.9438,0.94993,0.87118,0.91461,0.69862,0.95775,0.49172,0.97486,0.0016345,0.0016345,0.0016345
171,66899.7,0.98467,0.67251,0.94443,0.95069,0.87118,0.91469,0.69884,0.95726,0.4913,0.97452,0.001585,0.001585,0.001585
172,67283.3,0.98189,0.67053,0.94353,0.95017,0.8716,0.91477,0.699,0.9568,0.49099,0.97421,0.0015355,0.0015355,0.0015355
173,67665.9,0.98138,0.67013,0.94359,0.95033,0.87144,0.91482,0.69907,0.95633,0.49076,0.97395,0.001486,0.001486,0.001486
174,68048.4,0.97824,0.66907,0.94297,0.95179,0.87027,0.91497,0.69933,0.95608,0.49047,0.97373,0.0014365,0.0014365,0.0014365
175,68430.2,0.9795,0.66876,0.94197,0.95165,0.87007,0.91501,0.69942,0.95582,0.49015,0.9735,0.001387,0.001387,0.001387
176,68813.6,0.9791,0.66849,0.94268,0.95115,0.87066,0.91506,0.69957,0.95556,0.48963,0.97319,0.0013375,0.0013375,0.0013375
177,69198.8,0.97586,0.66709,0.94169,0.95203,0.86986,0.91512,0.69982,0.95525,0.48935,0.97291,0.001288,0.001288,0.001288
178,69581.9,0.97729,0.66396,0.94241,0.9529,0.86954,0.91514,0.69988,0.95481,0.48891,0.97263,0.0012385,0.0012385,0.0012385
179,69965.8,0.97436,0.66223,0.94111,0.95211,0.87052,0.91517,0.70014,0.95441,0.48864,0.9724,0.001189,0.001189,0.001189
180,70348.4,0.96962,0.65873,0.93972,0.9514,0.87101,0.91513,0.70028,0.95419,0.48846,0.97225,0.0011395,0.0011395,0.0011395
181,70731.5,0.96976,0.6588,0.93919,0.9512,0.87119,0.91511,0.70045,0.95417,0.48838,0.97214,0.00109,0.00109,0.00109
182,71111.7,0.97061,0.65657,0.93963,0.95023,0.8722,0.91511,0.70065,0.95408,0.48825,0.97199,0.0010405,0.0010405,0.0010405
183,71494.7,0.96786,0.65543,0.93881,0.94983,0.8725,0.91519,0.70085,0.95378,0.48819,0.97176,0.000991,0.000991,0.000991
184,71875.9,0.96796,0.65486,0.93848,0.94876,0.87336,0.9152,0.70106,0.95329,0.48771,0.9714,0.0009415,0.0009415,0.0009415
185,72258.8,0.96234,0.6496,0.93799,0.94852,0.87366,0.91532,0.70131,0.95286,0.48769,0.97125,0.000892,0.000892,0.000892
186,72641.7,0.96355,0.65094,0.93773,0.94882,0.8736,0.9154,0.70145,0.95239,0.48736,0.97107,0.0008425,0.0008425,0.0008425
187,73026.1,0.96211,0.649,0.93795,0.94783,0.87434,0.91535,0.70163,0.9519,0.48708,0.97087,0.000793,0.000793,0.000793
188,73410.8,0.95788,0.64545,0.93539,0.94728,0.87489,0.91556,0.70194,0.95165,0.48676,0.97062,0.0007435,0.0007435,0.0007435
189,73793.8,0.95877,0.64364,0.93566,0.94848,0.87409,0.9156,0.70218,0.95121,0.48634,0.97037,0.000694,0.000694,0.000694
190,74176.3,0.9566,0.64378,0.93535,0.94796,0.87436,0.91559,0.70226,0.95103,0.48615,0.97016,0.0006445,0.0006445,0.0006445
191,74567.9,0.93471,0.57105,0.94238,0.94826,0.87429,0.9157,0.70241,0.95054,0.48575,0.97006,0.000595,0.000595,0.000595
192,74931.5,0.92816,0.56319,0.94049,0.94775,0.87494,0.91563,0.70251,0.95002,0.48541,0.96982,0.0005455,0.0005455,0.0005455
193,75296.4,0.92645,0.56294,0.9394,0.94844,0.87434,0.91559,0.70271,0.9495,0.48516,0.96951,0.000496,0.000496,0.000496
194,75660,0.92161,0.55914,0.93869,0.94778,0.8751,0.91556,0.70278,0.94891,0.48478,0.96933,0.0004465,0.0004465,0.0004465
195,76025.3,0.91896,0.55666,0.93753,0.94826,0.87491,0.91554,0.70294,0.94845,0.48437,0.96904,0.000397,0.000397,0.000397
196,76390.9,0.91657,0.55375,0.93573,0.94803,0.87506,0.91552,0.70318,0.94795,0.48442,0.96898,0.0003475,0.0003475,0.0003475
197,76755.6,0.91365,0.54916,0.935,0.94771,0.87532,0.91542,0.70333,0.94716,0.48416,0.96863,0.000298,0.000298,0.000298
198,77120,0.91124,0.54938,0.93358,0.94776,0.87553,0.91532,0.70364,0.9465,0.48394,0.96837,0.0002485,0.0002485,0.0002485
199,77484.6,0.9098,0.54725,0.93255,0.94777,0.87521,0.9152,0.7037,0.94576,0.48354,0.96799,0.000199,0.000199,0.000199
200,77848.7,0.9061,0.5449,0.93212,0.94734,0.8757,0.91516,0.70377,0.94538,0.48369,0.96777,0.0001495,0.0001495,0.0001495
1 epoch time train/box_loss train/cls_loss train/dfl_loss metrics/precision(B) metrics/recall(B) metrics/mAP50(B) metrics/mAP50-95(B) val/box_loss val/cls_loss val/dfl_loss lr/pg0 lr/pg1 lr/pg2
2 1 387.074 1.54135 2.249 1.22945 0.56834 0.67345 0.59013 0.36616 1.33114 1.37185 1.26692 0.00333233 0.00333233 0.00333233
3 2 784.042 1.39816 1.48273 1.16556 0.69801 0.7264 0.73772 0.47791 1.27288 1.11363 1.22931 0.00663267 0.00663267 0.00663267
4 3 1165.34 1.37564 1.35535 1.1369 0.74141 0.73593 0.7686 0.5011 1.26132 1.04966 1.20057 0.00990001 0.00990001 0.00990001
5 4 1547.23 1.34984 1.26506 1.11352 0.79277 0.77083 0.81105 0.54335 1.22806 0.90764 1.15669 0.0098515 0.0098515 0.0098515
6 5 1933.74 1.30709 1.16458 1.08535 0.83504 0.78384 0.84333 0.57119 1.20297 0.81422 1.13262 0.009802 0.009802 0.009802
7 6 2314.5 1.2783 1.09528 1.06905 0.84057 0.80746 0.85442 0.58529 1.17929 0.76579 1.12204 0.0097525 0.0097525 0.0097525
8 7 2701.44 1.25912 1.05677 1.0595 0.85394 0.81041 0.86402 0.594 1.16945 0.73629 1.11388 0.009703 0.009703 0.009703
9 8 3088.63 1.24198 1.02315 1.0497 0.87621 0.8176 0.87362 0.60549 1.15063 0.70447 1.10297 0.0096535 0.0096535 0.0096535
10 9 3470.46 1.22953 1.00064 1.04537 0.87753 0.82792 0.87625 0.61221 1.13665 0.67866 1.09384 0.009604 0.009604 0.009604
11 10 3851.1 1.21881 0.97735 1.03972 0.88893 0.82854 0.88463 0.61992 1.12885 0.66714 1.08698 0.0095545 0.0095545 0.0095545
12 11 4233.49 1.21282 0.96904 1.03596 0.89095 0.83323 0.88558 0.6247 1.11411 0.65207 1.07961 0.009505 0.009505 0.009505
13 12 4616.67 1.20187 0.95111 1.03052 0.88547 0.84135 0.88672 0.63328 1.08935 0.63966 1.06848 0.0094555 0.0094555 0.0094555
14 13 5000.29 1.19383 0.94615 1.02721 0.89592 0.84269 0.89072 0.63885 1.08179 0.62822 1.06381 0.009406 0.009406 0.009406
15 14 5377.32 1.18517 0.93859 1.02283 0.89876 0.84111 0.89159 0.6402 1.07666 0.62622 1.06023 0.0093565 0.0093565 0.0093565
16 15 5750.2 1.17877 0.92156 1.01921 0.90101 0.84185 0.89203 0.64277 1.07085 0.61489 1.05477 0.009307 0.009307 0.009307
17 16 6127.21 1.17622 0.91773 1.01664 0.90304 0.84476 0.89433 0.64575 1.06439 0.60887 1.05182 0.0092575 0.0092575 0.0092575
18 17 6504.99 1.16711 0.90912 1.01357 0.9012 0.84905 0.89537 0.64806 1.05778 0.60524 1.04919 0.009208 0.009208 0.009208
19 18 6900.64 1.16465 0.90184 1.01353 0.90181 0.85085 0.89579 0.64951 1.053 0.59944 1.04613 0.0091585 0.0091585 0.0091585
20 19 7301.08 1.15978 0.8963 1.01033 0.90537 0.85051 0.89671 0.65143 1.04909 0.59652 1.04367 0.009109 0.009109 0.009109
21 20 7708.07 1.1554 0.8919 1.00774 0.90847 0.84966 0.89751 0.65208 1.0471 0.59352 1.04185 0.0090595 0.0090595 0.0090595
22 21 8115.23 1.15368 0.88704 1.00851 0.90991 0.84988 0.89801 0.65341 1.04493 0.59069 1.04107 0.00901 0.00901 0.00901
23 22 8525.53 1.14982 0.88713 1.00604 0.91219 0.84936 0.89859 0.65432 1.04312 0.58909 1.04013 0.0089605 0.0089605 0.0089605
24 23 8936.32 1.14372 0.87668 1.0034 0.91337 0.84911 0.89921 0.6554 1.04104 0.58682 1.03915 0.008911 0.008911 0.008911
25 24 9342.14 1.14249 0.87387 1.00257 0.91423 0.84981 0.89973 0.65613 1.03913 0.58478 1.03817 0.0088615 0.0088615 0.0088615
26 25 9746.49 1.13734 0.87047 1.00072 0.91366 0.85107 0.90009 0.65671 1.03762 0.58281 1.03719 0.008812 0.008812 0.008812
27 26 10137.1 1.13697 0.8669 1.00021 0.91379 0.85191 0.90036 0.65729 1.03598 0.58113 1.03629 0.0087625 0.0087625 0.0087625
28 27 10619.2 1.13603 0.86501 0.99951 0.91506 0.85187 0.90063 0.65806 1.03462 0.57935 1.03555 0.008713 0.008713 0.008713
29 28 11165.9 1.1351 0.86129 0.9988 0.915 0.85292 0.90094 0.65866 1.03352 0.57796 1.03481 0.0086635 0.0086635 0.0086635
30 29 11663.5 1.12921 0.85704 0.99725 0.91483 0.85357 0.90123 0.65923 1.03238 0.57688 1.03423 0.008614 0.008614 0.008614
31 30 12034.2 1.12876 0.85636 0.99732 0.91792 0.85217 0.90147 0.65976 1.03119 0.57544 1.03344 0.0085645 0.0085645 0.0085645
32 31 12401.5 1.12578 0.85306 0.99566 0.91902 0.85182 0.90179 0.66029 1.03 0.57439 1.03272 0.008515 0.008515 0.008515
33 32 12770.2 1.12534 0.84938 0.99476 0.91993 0.85148 0.90216 0.66108 1.02879 0.57293 1.03195 0.0084655 0.0084655 0.0084655
34 33 13148.2 1.12078 0.84847 0.99323 0.92082 0.85197 0.90252 0.66174 1.02762 0.57172 1.03132 0.008416 0.008416 0.008416
35 34 13531 1.12241 0.84556 0.99309 0.9202 0.85336 0.90267 0.66231 1.02651 0.57023 1.03066 0.0083665 0.0083665 0.0083665
36 35 13900.1 1.11806 0.8405 0.9924 0.92225 0.85241 0.90286 0.6628 1.02579 0.56958 1.03022 0.008317 0.008317 0.008317
37 36 14268.1 1.11719 0.84149 0.99192 0.92165 0.85306 0.90311 0.66329 1.02455 0.56832 1.02958 0.0082675 0.0082675 0.0082675
38 37 14649.3 1.11641 0.84061 0.99077 0.92157 0.85379 0.90341 0.66373 1.02339 0.56689 1.02896 0.008218 0.008218 0.008218
39 38 15022.9 1.11421 0.83634 0.99017 0.92124 0.85473 0.90352 0.6642 1.02211 0.56533 1.02831 0.0081685 0.0081685 0.0081685
40 39 15403.7 1.11692 0.83423 0.99093 0.92288 0.85375 0.90376 0.66459 1.02113 0.56424 1.02762 0.008119 0.008119 0.008119
41 40 15784.3 1.11144 0.83242 0.98912 0.92354 0.85361 0.90384 0.66512 1.02015 0.56286 1.02695 0.0080695 0.0080695 0.0080695
42 41 16167.1 1.1094 0.83134 0.98814 0.92376 0.85416 0.90401 0.66557 1.01906 0.5619 1.0262 0.00802 0.00802 0.00802
43 42 16551.5 1.11004 0.82936 0.98819 0.92484 0.85449 0.90407 0.66588 1.01816 0.5608 1.02553 0.0079705 0.0079705 0.0079705
44 43 16919 1.10806 0.82789 0.98839 0.92504 0.8547 0.90426 0.66648 1.01706 0.56019 1.02472 0.007921 0.007921 0.007921
45 44 17278.5 1.10426 0.82016 0.986 0.92566 0.85479 0.9045 0.667 1.0161 0.55929 1.02399 0.0078715 0.0078715 0.0078715
46 45 17654.3 1.1051 0.82223 0.98627 0.92601 0.85531 0.90462 0.66742 1.01534 0.55826 1.02342 0.007822 0.007822 0.007822
47 46 18048.6 1.10531 0.82358 0.98665 0.92804 0.85436 0.90478 0.66786 1.01463 0.5573 1.02289 0.0077725 0.0077725 0.0077725
48 47 18413.5 1.10193 0.81829 0.98553 0.9289 0.85387 0.90495 0.66833 1.01396 0.55655 1.02217 0.007723 0.007723 0.007723
49 48 18852.5 1.10089 0.81843 0.98506 0.92946 0.85439 0.90515 0.66882 1.01297 0.5554 1.02152 0.0076735 0.0076735 0.0076735
50 49 19243.8 1.09929 0.81562 0.98555 0.92996 0.85446 0.90529 0.66914 1.01223 0.55424 1.02099 0.007624 0.007624 0.007624
51 50 19634.3 1.10232 0.81414 0.98493 0.93078 0.85468 0.90547 0.66968 1.01157 0.55366 1.02026 0.0075745 0.0075745 0.0075745
52 51 20024.6 1.09908 0.81642 0.98522 0.93252 0.85413 0.90549 0.66988 1.01088 0.55252 1.01964 0.007525 0.007525 0.007525
53 52 20413.3 1.09525 0.81007 0.98347 0.93383 0.85417 0.90575 0.67019 1.00985 0.5513 1.01883 0.0074755 0.0074755 0.0074755
54 53 20891.1 1.09673 0.80907 0.98288 0.93345 0.85467 0.90579 0.67057 1.0089 0.55045 1.01806 0.007426 0.007426 0.007426
55 54 21376.7 1.09572 0.80743 0.9829 0.93392 0.85486 0.90591 0.671 1.00825 0.54973 1.0174 0.0073765 0.0073765 0.0073765
56 55 21769.9 1.09209 0.80945 0.98239 0.93451 0.85532 0.906 0.67148 1.00755 0.54884 1.01663 0.007327 0.007327 0.007327
57 56 22159.7 1.09288 0.80433 0.98168 0.93495 0.8558 0.90618 0.67198 1.00648 0.54699 1.01585 0.0072775 0.0072775 0.0072775
58 57 22556 1.09303 0.80478 0.98257 0.93485 0.85637 0.90623 0.67231 1.00585 0.54553 1.01528 0.007228 0.007228 0.007228
59 58 22943.6 1.09143 0.80066 0.98133 0.93582 0.85645 0.90633 0.67271 1.00496 0.54469 1.01477 0.0071785 0.0071785 0.0071785
60 59 23329.9 1.09125 0.80418 0.98185 0.93659 0.85655 0.90654 0.67294 1.00413 0.54303 1.01407 0.007129 0.007129 0.007129
61 60 23719.3 1.08502 0.79668 0.97872 0.93713 0.85638 0.90674 0.67338 1.00347 0.5421 1.01351 0.0070795 0.0070795 0.0070795
62 61 24122.6 1.08508 0.79801 0.97758 0.93795 0.85629 0.90687 0.67378 1.00281 0.54097 1.01284 0.00703 0.00703 0.00703
63 62 24523.5 1.08701 0.79921 0.97986 0.93791 0.85639 0.90698 0.67408 1.00206 0.54003 1.0122 0.0069805 0.0069805 0.0069805
64 63 24919.2 1.08329 0.79662 0.97884 0.93876 0.85636 0.90704 0.67445 1.00115 0.53914 1.01165 0.006931 0.006931 0.006931
65 64 25320.7 1.08157 0.79609 0.97877 0.93913 0.85664 0.9073 0.67481 1.00034 0.53834 1.01089 0.0068815 0.0068815 0.0068815
66 65 25715.8 1.08358 0.79559 0.97847 0.93969 0.85685 0.90752 0.67526 0.99967 0.53721 1.01014 0.006832 0.006832 0.006832
67 66 26151.5 1.08562 0.79828 0.97917 0.94055 0.85687 0.90764 0.67539 0.99894 0.53619 1.00964 0.0067825 0.0067825 0.0067825
68 67 26530.7 1.08082 0.79387 0.97911 0.94115 0.8566 0.90777 0.67588 0.99831 0.53515 1.0092 0.006733 0.006733 0.006733
69 68 26954.8 1.07998 0.79368 0.9787 0.94073 0.85735 0.90779 0.67618 0.99785 0.53446 1.00887 0.0066835 0.0066835 0.0066835
70 69 27474 1.07717 0.78887 0.97679 0.94061 0.8583 0.90793 0.67661 0.99721 0.53361 1.00811 0.006634 0.006634 0.006634
71 70 27843.9 1.07878 0.78739 0.97595 0.94142 0.8582 0.90799 0.67696 0.99638 0.53268 1.0075 0.0065845 0.0065845 0.0065845
72 71 28208.7 1.08077 0.78718 0.97676 0.94091 0.85907 0.90808 0.67734 0.99552 0.53173 1.00691 0.006535 0.006535 0.006535
73 72 28573.4 1.0796 0.78524 0.97743 0.9414 0.85971 0.90808 0.6776 0.99477 0.53098 1.00623 0.0064855 0.0064855 0.0064855
74 73 28937.5 1.07668 0.78862 0.97504 0.94228 0.85976 0.90818 0.67798 0.99401 0.52984 1.00547 0.006436 0.006436 0.006436
75 74 29294.9 1.07441 0.78503 0.97549 0.94273 0.86024 0.90831 0.67848 0.99319 0.52887 1.00482 0.0063865 0.0063865 0.0063865
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